src/langchain/notebooks/rag_mongoDB.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MongoDB Atlas\n",
    "\n",
    "In the notebook we will demonstrate how to perform Retrieval Augmented Generation (RAG) using MongoDB Atlas, OpenAI and Langchain. We will be performing Similarity Search, Similarity Search with Metadata Pre-Filtering, and Question Answering."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "#install dependencies:\n",
    "%pip install -Uq langchain pymongo openai tiktoken pypdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "\n",
    "os.environ[\"OPENAI_API_KEY\"] = \"\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pymongo import MongoClient\n",
    "\n",
    "# initialize MongoDB python client\n",
    "client = MongoClient(\"mongodb+srv://<username>:<password>@<cluster>.t63mnon.mongodb.net/?retryWrites=true&w=majority\")\n",
    "\n",
    "# Whatever these are set to, if they don't exist, will be created\n",
    "DB_NAME = \"mongo-rag\"\n",
    "COLLECTION_NAME = \"test-user-1\"\n",
    "ATLAS_VECTOR_SEARCH_INDEX_NAME = \"vector_index\"\n",
    "\n",
    "MONGODB_COLLECTION = client[DB_NAME][COLLECTION_NAME]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain_community.document_loaders.pdf import PyPDFDirectoryLoader\n",
    "\n",
    "# In this example, there's only one document to load from the directory\n",
    "loader = PyPDFDirectoryLoader(\"./data\") # Place your own PDFs in a 'data' folder\n",
    "data = loader.load()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain.text_splitter import RecursiveCharacterTextSplitter\n",
    "\n",
    "text_splitter = RecursiveCharacterTextSplitter(chunk_size=1000, chunk_overlap=150)\n",
    "docs = text_splitter.split_documents(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "page_content='KENNY GUNDERMAN\\nZERO TO FULL-TIME\\nPROGRAMMER IN 5 STEPS' metadata={'source': 'data\\\\Zero to Full-Time Programmer in 5 Steps.pdf', 'page': 0}\n"
     ]
    }
   ],
   "source": [
    "print(docs[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain_openai.embeddings import OpenAIEmbeddings\n",
    "from langchain_community.vectorstores import MongoDBAtlasVectorSearch\n",
    "\n",
    "# insert the documents in MongoDB Atlas with their embedding\n",
    "vector_search = MongoDBAtlasVectorSearch.from_documents(\n",
    "    documents=docs,\n",
    "    embedding=OpenAIEmbeddings(disallowed_special=()),\n",
    "    collection=MONGODB_COLLECTION,\n",
    "    index_name=ATLAS_VECTOR_SEARCH_INDEX_NAME,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KENNY GUNDERMAN\n",
      "ZERO TO FULL-TIME\n",
      "PROGRAMMER IN 5 STEPS\n"
     ]
    }
   ],
   "source": [
    "# Perform a similarity search between the embedding of the query and the embeddings of the documents\n",
    "query = \"Who's Kenny?\"\n",
    "results = vector_search.similarity_search(query)\n",
    "\n",
    "print(results[0].page_content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(Document(page_content='Before we begin, I just want to say congratulations. Seriously, hats off to you for taking the \\nfirst step (or one of the first steps) into the realm of learning how to code. I am thrilled that \\nyou’ve downloaded this eBook.\\nThere is a reason why you’re here. Maybe that’s because you see programming as a lucra -\\ntive career path (it is) . Or maybe it’s because you’re sick of your current life circumstances \\nand you’re looking for work that is more rewarding. Or perhaps it’s both.\\nWhatever your reasoning may be, I hope this book provides you with valuable insights and \\nactionable steps to go from Zero To Full-Time Programmer.\\nLearning how to code may be one of the toughest obstacles you tackle in your life. Any -\\nthing worth having will require much sacrifice. Nevertheless, If you see this through it will \\nbe one of the most rewarding things you ever accomplish. To quote an author from one of \\nmy favorite books, The Obstacle Is The Way:', metadata={'_id': ObjectId('6592308ac984cf6fe729b86e'), 'embedding': [0.022121110102865306, -0.01875601982864174, -0.0007453305646077576, -0.04008613341750902, 0.009652847875555294, 0.018246564004761094, -0.012541998764280835, -0.016959517124648323, -0.03820919051633921, -0.024212558954742013, 0.02391761094421349, 0.008721080085175961, -0.007373703057180897, 0.008305470847560231, 0.004856589011718795, -0.007313372909298601, 0.03598367218564154, -0.02352881727874267, -0.021356926367044334, -0.0031505822280407823, -0.0298702004364285, -0.004749335105042731, 0.015216641839654247, -0.015390929554418177, -0.016597536237354552, 0.0009309300074766283, 0.01260232891216313, -0.01949338892364043, 0.010913081046168394, -0.021437366564220725, 0.015337302135418836, -0.012501778665692638, 0.007293262860004503, -0.0031120378116733243, -0.0395230483119838, -0.0022540070239261208, -0.005483353766922558, 0.002887475206504801, 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      "(Document(page_content='Before we begin, I just want to say congratulations. Seriously, hats off to you for taking the \\nfirst step (or one of the first steps) into the realm of learning how to code. I am thrilled that \\nyou’ve downloaded this eBook.\\nThere is a reason why you’re here. Maybe that’s because you see programming as a lucra -\\ntive career path (it is) . Or maybe it’s because you’re sick of your current life circumstances \\nand you’re looking for work that is more rewarding. Or perhaps it’s both.\\nWhatever your reasoning may be, I hope this book provides you with valuable insights and \\nactionable steps to go from Zero To Full-Time Programmer.\\nLearning how to code may be one of the toughest obstacles you tackle in your life. Any -\\nthing worth having will require much sacrifice. Nevertheless, If you see this through it will \\nbe one of the most rewarding things you ever accomplish. To quote an author from one of \\nmy favorite books, The Obstacle Is The Way:', metadata={'_id': ObjectId('65921fc30fa0b0c69566d633'), 'embedding': [0.022051704488601307, -0.01870038126697802, -0.000680318550659594, -0.04010863127979516, 0.009685323328180359, 0.01821779041013989, -0.012533947507766624, -0.016944288778015907, -0.03823188967963968, -0.024223362413050346, 0.023888229718358998, 0.00880057342397712, -0.007426531331519945, 0.008264362602587044, 0.0047990943951538535, -0.007265668178235178, 0.03603342456688233, -0.023660338815416643, -0.02136803550506445, -0.0032306752745831177, -0.029786558066875354, -0.0047890403025544065, 0.015215006271329764, -0.015456300768426278, -0.016542128799328246, 0.0008663169354429785, 0.012634487502438538, -0.019504699361708237, 0.010885096810553503, -0.02148868275361271, 0.015389274415752519, -0.012533947507766624, 0.007185236368762156, -0.0030513793853687264, -0.03946517680401098, -0.0022386835786308832, -0.005378873416802808, 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'data\\\\Zero to Full-Time Programmer in 5 Steps.pdf', 'page': 1}), 0.9279518127441406)\n",
      "(Document(page_content='3. LEARNING\\nAs long as you have a reliable computer and a stable internet connection, you have the \\nopportunity to learn how to code online at no cost.  However, due to the vast amount of in -\\nformation available, you may need to navigate through a sizable amount of resources until \\nyou discover what best suits your learning needs.\\nHere are a couple of excellent free starting points:\\nThe Odin Project\\nhttps://www.theoDinproject.com/p Aths/FuLL-st AcK-jA vAscript/\\nThe Full Stack JavaScript course is packed with 100’s of hours of content where you’ll \\nlearn how to code using the MERN stack I’ve mentioned in the previous point. If you take \\nthis course in the recommended order, you will undoubtedly come out the other side with \\na very solid entry-level understanding of full-stack development. This course stands out for \\nits beginner-friendly structure, making it an excellent choice for learners at any level.\\nfreeCodeCamp\\nhttps://www.FreecoDec Amp.org/LeArn/', metadata={'_id': ObjectId('65921fc30fa0b0c69566d642'), 'embedding': [0.034697735300959195, 0.00118257948590021, -0.0078096109051559, -0.03451428709766913, -0.0006076689719768653, 0.004442043792126643, -0.023441935958990714, -0.008300987426712729, -0.014073023242111455, -0.01522612077933086, 0.01951092378653608, 0.033544638695062405, 0.005313418101141397, -0.0036787722899147128, -0.0250274437920988, -0.0024208483388498724, 0.023520556351451425, 0.004596008184090677, -0.0006609013935542572, -0.0037246341079065766, -0.03283705330027078, -0.0038032542675366337, 0.003149723535775568, -0.0076327150221193, -0.005392038493602108, -0.004419112766715384, 0.018646101332113488, -0.01955023305144382, -0.00369515146073381, -0.013522681426209092, 0.02294400804850303, -0.004248768738270946, -0.0007505776331855972, 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      "(Document(page_content='3. LEARNING\\nAs long as you have a reliable computer and a stable internet connection, you have the \\nopportunity to learn how to code online at no cost.  However, due to the vast amount of in -\\nformation available, you may need to navigate through a sizable amount of resources until \\nyou discover what best suits your learning needs.\\nHere are a couple of excellent free starting points:\\nThe Odin Project\\nhttps://www.theoDinproject.com/p Aths/FuLL-st AcK-jA vAscript/\\nThe Full Stack JavaScript course is packed with 100’s of hours of content where you’ll \\nlearn how to code using the MERN stack I’ve mentioned in the previous point. If you take \\nthis course in the recommended order, you will undoubtedly come out the other side with \\na very solid entry-level understanding of full-stack development. This course stands out for \\nits beginner-friendly structure, making it an excellent choice for learners at any level.\\nfreeCodeCamp\\nhttps://www.FreecoDec Amp.org/LeArn/', metadata={'_id': ObjectId('6592308ac984cf6fe729b87d'), 'embedding': [0.03472922243457639, 0.0011958647202785044, -0.007778035096761859, -0.034519537004685075, -0.0007117852141792962, 0.004432890412730159, -0.023458605432206896, -0.008308802388912222, -0.014166900960864513, -0.015320173619234668, 0.019461469241491912, 0.033471106129937936, 0.005268357136229665, -0.00366294992041037, -0.024978827592886853, -0.002449065387604413, 0.0235372388654001, 0.004537733127675817, -0.0006671450573688848, -0.0038234906187092333, -0.03284204984026399, -0.0038071088862913095, 0.0031370969850039224, -0.007692850274453182, -0.005435450853458622, -0.004445995519267706, 0.01851788294433571, -0.019540100812039836, -0.0037153712778831985, -0.01356405395294302, 0.02305234014462313, -0.004314942125585634, -0.0007392245985170195, 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      "(Document(page_content='mended content that will take 100’s of hours of your time. But please, take it one day at a \\ntime. Pick a starting point with either one of the recommendations above, or something \\nyou’ve found yourself, and just get started.\\nStudying isn’t a one-size-fits-all solution. If you’re struggling with the path you’re currently \\non, consider dropping it and trying a new one. Discover what works best for you. I exper -\\nimented with numerous approaches when I was first learning before finally finding some -\\nthing that clicked. Don’t hesitate to experiment; learning is rarely a linear process.\\nComputer Science\\nBy now, if you’ve been following along with the resources I’ve recommended, you should \\npossess a solid grasp of high-level programming and some fundamental knowledge of \\ncomputer science. If you were to deepen your knowledge on the above topics, you could \\ncertainly find a job and make a living.\\nHowever, it’s important to know that there are multiple layers of abstraction going on', metadata={'_id': ObjectId('6592308ac984cf6fe729b881'), 'embedding': [0.014890231910502798, 0.0012890955947399496, 0.0002012108132806478, -0.026131951807769054, -0.007196047706070808, 0.0047592194070332095, -0.019292678408109047, -0.035111866389281064, -0.0303997672472367, -0.019898518635394036, 0.014028590903241598, 0.017044333497333235, -0.0017518909630369352, 0.019831202640663455, -0.008286561698432143, -0.004782780005188913, 0.029672758229436665, 0.0017687198453042606, -0.012069703838484725, -0.02413940767696945, -0.016505807402133706, -0.006539719551415322, 0.005610763015084821, -0.021837211833054298, -0.015280662817295048, -0.007949983587424358, 0.04184343606001727, -0.01309290230177676, -0.00103666166223815, -0.01029930155897348, 0.027060908809760836, -0.014122832364541852, 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-0.007397994758939992], 'source': 'data\\\\Zero to Full-Time Programmer in 5 Steps.pdf', 'page': 9}), 0.9169849157333374)\n"
     ]
    }
   ],
   "source": [
    "query = \"How do I become a programmer?\"\n",
    "\n",
    "results = vector_search.similarity_search_with_score(\n",
    "    query=query, \n",
    "    k=5,\n",
    ")\n",
    "\n",
    "# Display results\n",
    "for result in results:\n",
    "    print(result)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Question Answering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "qa_retriever = vector_search.as_retriever(\n",
    "    search_type=\"similarity\",\n",
    "    search_kwargs={\"k\": 25},\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain.prompts import PromptTemplate\n",
    "\n",
    "prompt_template = \"\"\"Use the following pieces of context to answer the question at the end. If you don't know the answer, just say that you don't know, don't try to make up an answer.\n",
    "\n",
    "{context}\n",
    "\n",
    "Question: {question}\n",
    "\"\"\"\n",
    "PROMPT = PromptTemplate(\n",
    "    template=prompt_template, input_variables=[\"context\", \"question\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "To become a programmer, you can start by learning how to code and building a strong portfolio. Here are five key steps to becoming a programmer:\n",
      "\n",
      "1. Choose a starting point and programming language to learn.\n",
      "2. Focus on building a solid tech stack and understanding computer science principles.\n",
      "3. Build a portfolio of software applications to showcase your skills.\n",
      "4. Don't get discouraged if concepts don't click right away; keep practicing and learning.\n",
      "5. Utilize free resources and online courses to continue learning and improving your skills.\n",
      "[Document(page_content='KENNY GUNDERMAN\\nZERO TO FULL-TIME\\nPROGRAMMER IN 5 STEPS', metadata={'_id': ObjectId('65921fc30fa0b0c69566d632'), 'embedding': [0.005376497757617127, 0.0029902795841947258, 0.021110348436349, -0.013162175213938934, -0.000135781301862731, 0.031227489982031738, -0.028825376227711676, -0.014794200681851262, -0.04719448842011744, -0.024021146856426395, 0.01750717687354633, 0.032555718025631106, 0.00029717336338685606, 0.0024215434715632554, 0.0032870112969537128, -0.01391813533686774, 0.0105551742181745, -0.0010261974546285245, 0.0034230134968899545, -0.006870754539497056, -0.02574501749414527, 0.025504805187390685, 0.0019269904617445143, -0.02964492146819886, 0.0021689683232726754, 0.006256095609131668, 0.010392677986424955, -0.010576369257360626, 0.004214297986637038, -0.02495373230590625, 0.02745475810574006, -0.013494232690500063, 0.015218103328218937, -0.003642029833135835, -0.020262543143613646, 0.011487759667654357, -0.009368247367138552, 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0.005136286382185121, 0.005952298650479995], 'source': 'data\\\\Zero to Full-Time Programmer in 5 Steps.pdf', 'page': 0}), Document(page_content='Before we begin, I just want to say congratulations. Seriously, hats off to you for taking the \\nfirst step (or one of the first steps) into the realm of learning how to code. I am thrilled that \\nyou’ve downloaded this eBook.\\nThere is a reason why you’re here. Maybe that’s because you see programming as a lucra -\\ntive career path (it is) . Or maybe it’s because you’re sick of your current life circumstances \\nand you’re looking for work that is more rewarding. Or perhaps it’s both.\\nWhatever your reasoning may be, I hope this book provides you with valuable insights and \\nactionable steps to go from Zero To Full-Time Programmer.\\nLearning how to code may be one of the toughest obstacles you tackle in your life. Any -\\nthing worth having will require much sacrifice. Nevertheless, If you see this through it will \\nbe one of the most rewarding things you ever accomplish. To quote an author from one of \\nmy favorite books, The Obstacle Is The Way:', metadata={'_id': ObjectId('6592308ac984cf6fe729b86e'), 'embedding': [0.022121110102865306, -0.01875601982864174, -0.0007453305646077576, -0.04008613341750902, 0.009652847875555294, 0.018246564004761094, -0.012541998764280835, -0.016959517124648323, -0.03820919051633921, -0.024212558954742013, 0.02391761094421349, 0.008721080085175961, -0.007373703057180897, 0.008305470847560231, 0.004856589011718795, -0.007313372909298601, 0.03598367218564154, -0.02352881727874267, -0.021356926367044334, -0.0031505822280407823, -0.0298702004364285, -0.004749335105042731, 0.015216641839654247, -0.015390929554418177, -0.016597536237354552, 0.0009309300074766283, 0.01260232891216313, -0.01949338892364043, 0.010913081046168394, -0.021437366564220725, 0.015337302135418836, -0.012501778665692638, 0.007293262860004503, -0.0031120378116733243, -0.0395230483119838, -0.0022540070239261208, -0.005483353766922558, 0.002887475206504801, 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Document(page_content='Before we begin, I just want to say congratulations. Seriously, hats off to you for taking the \\nfirst step (or one of the first steps) into the realm of learning how to code. I am thrilled that \\nyou’ve downloaded this eBook.\\nThere is a reason why you’re here. Maybe that’s because you see programming as a lucra -\\ntive career path (it is) . Or maybe it’s because you’re sick of your current life circumstances \\nand you’re looking for work that is more rewarding. Or perhaps it’s both.\\nWhatever your reasoning may be, I hope this book provides you with valuable insights and \\nactionable steps to go from Zero To Full-Time Programmer.\\nLearning how to code may be one of the toughest obstacles you tackle in your life. Any -\\nthing worth having will require much sacrifice. Nevertheless, If you see this through it will \\nbe one of the most rewarding things you ever accomplish. To quote an author from one of \\nmy favorite books, The Obstacle Is The Way:', metadata={'_id': ObjectId('65921fc30fa0b0c69566d633'), 'embedding': [0.022051704488601307, -0.01870038126697802, -0.000680318550659594, -0.04010863127979516, 0.009685323328180359, 0.01821779041013989, -0.012533947507766624, -0.016944288778015907, -0.03823188967963968, -0.024223362413050346, 0.023888229718358998, 0.00880057342397712, -0.007426531331519945, 0.008264362602587044, 0.0047990943951538535, -0.007265668178235178, 0.03603342456688233, -0.023660338815416643, -0.02136803550506445, -0.0032306752745831177, -0.029786558066875354, -0.0047890403025544065, 0.015215006271329764, -0.015456300768426278, -0.016542128799328246, 0.0008663169354429785, 0.012634487502438538, -0.019504699361708237, 0.010885096810553503, -0.02148868275361271, 0.015389274415752519, -0.012533947507766624, 0.007185236368762156, -0.0030513793853687264, -0.03946517680401098, -0.0022386835786308832, -0.005378873416802808, 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'data\\\\Zero to Full-Time Programmer in 5 Steps.pdf', 'page': 1}), Document(page_content='Developing your own programming language -\\nIf you were to develop a simple programming language and build something like Pac-Mac \\nwith that language, that would unquestionably showcase your competency as a program -\\nmer. Developing a programming language requires a solid understanding of lower-level \\nconcepts such as compilation/interpretation. Admittingly, this would be a challenge even \\nfor me, but If you have the determination to do something like this then completing the \\nentirety of the NAND to Tetris course mentioned earlier in this eBook would be an excel -\\nlent starting point.\\nWhen it comes to creating your portfolio, I would recommend starting with two projects. \\nOne CRUD app, and a more interesting one like the game idea I’ve mentioned. You should \\nspend 1-3 months working on each of these projects.\\nShowcasing Your Portfolio\\nGitHub  is a great place for showcasing the projects you’ve built. At the heart of GitHub is', metadata={'_id': ObjectId('6592308ac984cf6fe729b88b'), 'embedding': [0.012384127824619218, -0.009676366112439187, 0.01427483465421166, -0.03038635663472418, -0.0011791593859997549, 0.009521057828584763, -0.03419477864857099, -0.02343125641179599, -0.021662095560085408, -0.020392620934588088, 0.02193219587051106, 0.023498782886386266, -0.004946223459786627, 0.011776400729177638, 0.006681622005524645, 0.002056143479275734, 0.021675601600061524, -0.017043368889671336, -0.0089741041877454, -0.026348346842444605, -0.015085137448133768, -0.0015868430490410083, 0.014031743629770515, -0.014774521811747496, -0.01697584427772621, 0.0012078576254732057, 0.0023414376190132283, -0.041082352396908904, -0.003703759284427029, 0.0060333800497837315, 0.029251933095762257, -0.016287086530363388, 0.016489662228843915, 0.002655429998224174, -0.017340481280049218, 0.007900452240740548, 0.004895579535166495, 0.02193219587051106, -0.0047200140539930486, 0.006904455366985482, 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language -\\nIf you were to develop a simple programming language and build something like Pac-Mac \\nwith that language, that would unquestionably showcase your competency as a program -\\nmer. Developing a programming language requires a solid understanding of lower-level \\nconcepts such as compilation/interpretation. Admittingly, this would be a challenge even \\nfor me, but If you have the determination to do something like this then completing the \\nentirety of the NAND to Tetris course mentioned earlier in this eBook would be an excel -\\nlent starting point.\\nWhen it comes to creating your portfolio, I would recommend starting with two projects. \\nOne CRUD app, and a more interesting one like the game idea I’ve mentioned. You should \\nspend 1-3 months working on each of these projects.\\nShowcasing Your Portfolio\\nGitHub  is a great place for showcasing the projects you’ve built. 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This is because the concepts and principles \\nof programming aren’t baked into programming languages. Once you learn one lan -\\nguage, those principles will transfer to most other languages. You’ll just have to learn the \\nnew syntax, which is mostly trivial.\\nPython  is a phenomenal starting point due to its shorter syntax ( requiring fewer lines of \\ncode to run a program than a typical language),  its Object-Oriented nature, and its wide -\\nspread support, meaning that almost all beginner-level questions related to Python can be \\nfound through a quick and simple Google search.\\nOne of the first programming languages I started with was Java . While Java is more ver -\\nbose than Python (this isn’t a bad thing, it just means more lines of code, which will further \\nyour understanding),  it is also widely supported.', metadata={'_id': ObjectId('65921fc30fa0b0c69566d636'), 'embedding': [0.015213879523917685, -0.005360925488129533, 0.016590999185582482, -0.03255245784796705, -0.0004897787510006559, 0.012741624182771786, -0.0028853909602485706, -0.03289345601551114, -0.02164043266752556, -0.03171307172546658, 0.0007693009566189913, 0.018256656546288295, -0.001528765400770675, -7.449144936544292e-05, 0.004095287930908701, -0.00487893393250975, 0.03614608143115199, -0.008577480781007252, 0.0015386019132379825, 0.008511903565563923, -0.021889624782358626, -0.0005041237377750542, 0.013220337017317785, -0.005095338370943713, -0.012013719233392717, 0.037483851783318596, 0.02367332168965597, -0.010046406495383077, -0.014138416170879277, -0.01584341911579304, 0.011908795502418879, -0.0020558410009694464, -0.015423726054542803, 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This is because the concepts and principles \\nof programming aren’t baked into programming languages. Once you learn one lan -\\nguage, those principles will transfer to most other languages. You’ll just have to learn the \\nnew syntax, which is mostly trivial.\\nPython  is a phenomenal starting point due to its shorter syntax ( requiring fewer lines of \\ncode to run a program than a typical language),  its Object-Oriented nature, and its wide -\\nspread support, meaning that almost all beginner-level questions related to Python can be \\nfound through a quick and simple Google search.\\nOne of the first programming languages I started with was Java . While Java is more ver -\\nbose than Python (this isn’t a bad thing, it just means more lines of code, which will further \\nyour understanding),  it is also widely supported.', metadata={'_id': ObjectId('6592308ac984cf6fe729b871'), 'embedding': [0.015213879523917685, -0.005360925488129533, 0.016590999185582482, -0.03255245784796705, -0.0004897787510006559, 0.012741624182771786, -0.0028853909602485706, -0.03289345601551114, -0.02164043266752556, -0.03171307172546658, 0.0007693009566189913, 0.018256656546288295, -0.001528765400770675, -7.449144936544292e-05, 0.004095287930908701, -0.00487893393250975, 0.03614608143115199, -0.008577480781007252, 0.0015386019132379825, 0.008511903565563923, -0.021889624782358626, -0.0005041237377750542, 0.013220337017317785, -0.005095338370943713, -0.012013719233392717, 0.037483851783318596, 0.02367332168965597, -0.010046406495383077, -0.014138416170879277, -0.01584341911579304, 0.011908795502418879, -0.0020558410009694464, -0.015423726054542803, 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0.016145074493096864, -0.01145631429910826, -0.003387055540802968, -0.018007462568810105], 'source': 'data\\\\Zero to Full-Time Programmer in 5 Steps.pdf', 'page': 2}), Document(page_content='Learning one high-level language certainly won’t make you job-ready. As I mentioned in \\nthe previous point, any real-world software is built using a tech stack. Learning a decent \\nand in-demand tech stack will equip you with the skills necessary for building real-world \\napplications. This is what employers will be looking for.\\nThink of the software you use in your everyday life. Typically, it will be something that:\\n 1.  Fetches data from some server.\\n 2.  Displays that data on your web browser or mobile device.\\n 3.  Allows you to interact with that data (like, comment, message, etc).\\nThis is what is known as a CRUD  app, and this is what  90%  of software systems do. CRUD \\nstands for:\\n - Create\\n - Read\\n - Update\\n - Delete\\nNot every piece of software is a CRUD app; however, most product or service-driven com -\\npanies will build this type of software, and they need developers to create and maintain it.', metadata={'_id': ObjectId('65921fc30fa0b0c69566d63b'), 'embedding': [0.0198910739473683, 0.002504593462418306, 0.027108540785863413, -0.031862799110399555, 0.009627703587001619, 0.013971426538329546, -0.03361088413413734, -0.02578423547368082, -0.007700838622031112, -0.019771887009438962, 0.01974540019539015, 0.009223789917305608, 0.003175023247899855, 0.010779849264479828, -0.006912876393175699, -0.005664718343076994, 0.0212418660735997, -0.01364034974462261, -0.012587526825859709, -0.03657732907650763, -0.03257792446326589, 0.003403465965474094, 0.017904615047771837, -0.0020063233116411395, -0.017401378619360516, 0.009640946994026024, 0.01254779753610907, -0.027082053971814603, 0.0024698304503018194, -0.011786322121302465, 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-0.004635070455284224, -0.006879768806937262, -0.008257047281556186], 'source': 'data\\\\Zero to Full-Time Programmer in 5 Steps.pdf', 'page': 5}), Document(page_content='Learning one high-level language certainly won’t make you job-ready. As I mentioned in \\nthe previous point, any real-world software is built using a tech stack. Learning a decent \\nand in-demand tech stack will equip you with the skills necessary for building real-world \\napplications. This is what employers will be looking for.\\nThink of the software you use in your everyday life. Typically, it will be something that:\\n 1.  Fetches data from some server.\\n 2.  Displays that data on your web browser or mobile device.\\n 3.  Allows you to interact with that data (like, comment, message, etc).\\nThis is what is known as a CRUD  app, and this is what  90%  of software systems do. CRUD \\nstands for:\\n - Create\\n - Read\\n - Update\\n - Delete\\nNot every piece of software is a CRUD app; however, most product or service-driven com -\\npanies will build this type of software, and they need developers to create and maintain it.', metadata={'_id': ObjectId('6592308ac984cf6fe729b876'), 'embedding': [0.0198910739473683, 0.002504593462418306, 0.027108540785863413, -0.031862799110399555, 0.009627703587001619, 0.013971426538329546, -0.03361088413413734, -0.02578423547368082, -0.007700838622031112, -0.019771887009438962, 0.01974540019539015, 0.009223789917305608, 0.003175023247899855, 0.010779849264479828, -0.006912876393175699, -0.005664718343076994, 0.0212418660735997, -0.01364034974462261, -0.012587526825859709, -0.03657732907650763, -0.03257792446326589, 0.003403465965474094, 0.017904615047771837, -0.0020063233116411395, -0.017401378619360516, 0.009640946994026024, 0.01254779753610907, -0.027082053971814603, 0.0024698304503018194, -0.011786322121302465, 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For example, you may need to re-watch/re-study loops 5x times \\nbefore you start to get the hang of it. Even then it still may not fully click until you put it into \\npractice a few times.\\nImportant Note II - You will get stuck and run into issues when making your own pro -\\ngrams. That’s okay. Google is your friend. It’s every Software Developer’s friend. Googling \\nand finding credible resources to help you solve coding problems is a skill. It’s one you’ll \\nuse for the entirety of your career, so it’s best to start cultivating that skill ASAP .', metadata={'_id': ObjectId('65921fc30fa0b0c69566d63a'), 'embedding': [0.0046161698273115125, 0.0038820797784702423, 0.006355500280321578, -0.041743930872241555, 0.024760659699826496, 0.010852628465505823, 0.003085162248024165, -0.02158621528888438, -0.005525515911633134, -0.036982265187150885, 0.024641618057699228, 0.002217150351789719, 0.006272832835469726, 0.023504108205085344, -0.005138630574719518, -0.01125604757078656, 0.025990756047593253, 0.0009655598955981432, 0.01630870310879055, -0.019192155804174348, -0.03891338474551655, -0.0007766640018007616, 0.002957853954543963, -0.025818807836807203, -0.016917137961591583, -0.0009052124093992163, 0.014853750118933957, -0.021136502004704703, 0.0056478642143015755, -0.03304066621743139, 0.024800339626320583, -0.0030339083111440915, -0.013021831308126017, -0.016057393182371323, 0.0029446270795486416, -0.01917892916200965, 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Programmer in 5 Steps.pdf', 'page': 4}), Document(page_content='Important Note I -  When learning, especially at first, don’t get discouraged if concepts \\naren’t clicking right away. For example, you may need to re-watch/re-study loops 5x times \\nbefore you start to get the hang of it. Even then it still may not fully click until you put it into \\npractice a few times.\\nImportant Note II - You will get stuck and run into issues when making your own pro -\\ngrams. That’s okay. Google is your friend. It’s every Software Developer’s friend. Googling \\nand finding credible resources to help you solve coding problems is a skill. It’s one you’ll \\nuse for the entirety of your career, so it’s best to start cultivating that skill ASAP .', metadata={'_id': ObjectId('6592308ac984cf6fe729b875'), 'embedding': [0.0046161698273115125, 0.0038820797784702423, 0.006355500280321578, -0.041743930872241555, 0.024760659699826496, 0.010852628465505823, 0.003085162248024165, -0.02158621528888438, -0.005525515911633134, -0.036982265187150885, 0.024641618057699228, 0.002217150351789719, 0.006272832835469726, 0.023504108205085344, -0.005138630574719518, -0.01125604757078656, 0.025990756047593253, 0.0009655598955981432, 0.01630870310879055, -0.019192155804174348, -0.03891338474551655, -0.0007766640018007616, 0.002957853954543963, -0.025818807836807203, -0.016917137961591583, -0.0009052124093992163, 0.014853750118933957, -0.021136502004704703, 0.0056478642143015755, -0.03304066621743139, 0.024800339626320583, -0.0030339083111440915, -0.013021831308126017, -0.016057393182371323, 0.0029446270795486416, -0.01917892916200965, 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Programmer in 5 Steps.pdf', 'page': 4}), Document(page_content='certainly find a job and make a living.\\nHowever, it’s important to know that there are multiple layers of abstraction going on \\nunder the “hood” of a computer that enable you to translate high-level code into machine \\ncode (1’s and 0’s) .', metadata={'_id': ObjectId('65921fc30fa0b0c69566d647'), 'embedding': [-0.0049833698265926716, -0.02883935135531946, -0.0004539934410451255, -0.023676918944415558, 0.0026808840117657066, 0.005061076582547547, -0.025839194621586226, -0.00767607884022037, -0.029596147749196944, -0.027582529770475612, 0.02286606486698468, 0.022244410819345677, -0.002067676127935982, -0.0021504506753086752, -0.006267220718874472, -0.009554555869686981, 0.025812165779809527, -0.015635956793806048, -0.0014941663315968736, -0.02021727748841349, -0.016771151384622273, 0.019555081109431945, 0.004699571178888615, -0.034407210804938804, -0.023190407243015035, 0.0006807789987413079, 0.027704156764503236, 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To quote an author from one of \\nmy favorite books, The Obstacle Is The Way:\\n“The obstacle in the path becomes the path” - Ryan Holiday\\nI’ll never forget the day I got my first full-time Software Development job offer. Since then \\nI’ve gotten many more software job offers with much higher salaries, but nothing com -\\npares to the feeling of hearing a recruiter say “They want to hire you” for the very first time.\\nAlright, let’s begin shall we?WELCOME', metadata={'_id': ObjectId('65921fc30fa0b0c69566d634'), 'embedding': [0.006876205249129423, -0.030115536338285103, -0.007786000384548891, -0.021083513315098, -0.010133007524560589, 0.014134788298844224, -0.014385311300059753, -0.017470704105823163, -0.03003642420372132, -0.024538098255245274, 0.024485355590439208, 0.0012245974444600647, 0.022072421516403914, -0.001857498362676304, -0.0004956900240286831, -0.0016473555328802632, 0.04533153063920054, -0.0327789962075039, -0.0268851058609183, -0.013495294663942559, -0.03275262487510087, -0.004647866310963402, 0.006391640398127605, -0.0031529674824008667, -0.026819177529910716, 0.008583718754239454, 0.012565721029220815, -0.018604650910055125, 0.018235457844348605, -0.028401429534412985, 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To quote an author from one of \\nmy favorite books, The Obstacle Is The Way:\\n“The obstacle in the path becomes the path” - Ryan Holiday\\nI’ll never forget the day I got my first full-time Software Development job offer. Since then \\nI’ve gotten many more software job offers with much higher salaries, but nothing com -\\npares to the feeling of hearing a recruiter say “They want to hire you” for the very first time.\\nAlright, let’s begin shall we?WELCOME', metadata={'_id': ObjectId('6592308ac984cf6fe729b86f'), 'embedding': [0.006876205249129423, -0.030115536338285103, -0.007786000384548891, -0.021083513315098, -0.010133007524560589, 0.014134788298844224, -0.014385311300059753, -0.017470704105823163, -0.03003642420372132, -0.024538098255245274, 0.024485355590439208, 0.0012245974444600647, 0.022072421516403914, -0.001857498362676304, -0.0004956900240286831, -0.0016473555328802632, 0.04533153063920054, -0.0327789962075039, -0.0268851058609183, -0.013495294663942559, -0.03275262487510087, -0.004647866310963402, 0.006391640398127605, -0.0031529674824008667, -0.026819177529910716, 0.008583718754239454, 0.012565721029220815, -0.018604650910055125, 0.018235457844348605, -0.028401429534412985, 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But please, take it one day at a \\ntime. Pick a starting point with either one of the recommendations above, or something \\nyou’ve found yourself, and just get started.\\nStudying isn’t a one-size-fits-all solution. If you’re struggling with the path you’re currently \\non, consider dropping it and trying a new one. Discover what works best for you. I exper -\\nimented with numerous approaches when I was first learning before finally finding some -\\nthing that clicked. Don’t hesitate to experiment; learning is rarely a linear process.\\nComputer Science\\nBy now, if you’ve been following along with the resources I’ve recommended, you should \\npossess a solid grasp of high-level programming and some fundamental knowledge of \\ncomputer science. If you were to deepen your knowledge on the above topics, you could \\ncertainly find a job and make a living.\\nHowever, it’s important to know that there are multiple layers of abstraction going on', metadata={'_id': ObjectId('6592308ac984cf6fe729b881'), 'embedding': [0.014890231910502798, 0.0012890955947399496, 0.0002012108132806478, -0.026131951807769054, -0.007196047706070808, 0.0047592194070332095, -0.019292678408109047, -0.035111866389281064, -0.0303997672472367, -0.019898518635394036, 0.014028590903241598, 0.017044333497333235, -0.0017518909630369352, 0.019831202640663455, -0.008286561698432143, -0.004782780005188913, 0.029672758229436665, 0.0017687198453042606, -0.012069703838484725, -0.02413940767696945, -0.016505807402133706, -0.006539719551415322, 0.005610763015084821, -0.021837211833054298, -0.015280662817295048, -0.007949983587424358, 0.04184343606001727, -0.01309290230177676, -0.00103666166223815, -0.01029930155897348, 0.027060908809760836, -0.014122832364541852, 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-0.007397994758939992], 'source': 'data\\\\Zero to Full-Time Programmer in 5 Steps.pdf', 'page': 9}), Document(page_content='mended content that will take 100’s of hours of your time. But please, take it one day at a \\ntime. Pick a starting point with either one of the recommendations above, or something \\nyou’ve found yourself, and just get started.\\nStudying isn’t a one-size-fits-all solution. If you’re struggling with the path you’re currently \\non, consider dropping it and trying a new one. Discover what works best for you. I exper -\\nimented with numerous approaches when I was first learning before finally finding some -\\nthing that clicked. Don’t hesitate to experiment; learning is rarely a linear process.\\nComputer Science\\nBy now, if you’ve been following along with the resources I’ve recommended, you should \\npossess a solid grasp of high-level programming and some fundamental knowledge of \\ncomputer science. If you were to deepen your knowledge on the above topics, you could \\ncertainly find a job and make a living.\\nHowever, it’s important to know that there are multiple layers of abstraction going on', metadata={'_id': ObjectId('65921fc30fa0b0c69566d646'), 'embedding': [0.014890375896960104, 0.001285742300037404, 0.0002183574012095299, -0.026132206115174403, -0.007276897023970469, 0.004776094686695494, -0.01933325500016147, -0.03511220671776185, -0.030373136295228788, -0.019871786703650213, 0.014055653805462264, 0.017084889515312167, -0.0017451763097443692, 0.019925639501470048, -0.008246252507001794, -0.004752534087649315, 0.029699972597190455, 0.001809126856401398, -0.012110211239672134, -0.024126180083159556, -0.016546357811823422, -0.006512856729611162, 0.005607451909652191, -0.021823959937845226, -0.015307737874031621, -0.007923133857437587, 0.04184384369814518, -0.013207467583186867, -0.0010164769139543303, -0.010285938400299233, 0.027061172465502152, -0.014149896201646977, 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-0.0025647527675166796, -0.007411529949842655], 'source': 'data\\\\Zero to Full-Time Programmer in 5 Steps.pdf', 'page': 9}), Document(page_content='Now I wish I could tell you that the reason I started with Java was for practical reasons… \\nIt wasn’t. I was addicted to Minecraft and I simply wanted to make my own custom mods/\\nplugins for the game.\\nSometimes doing whatever sounds the most exciting to you is the best option. Maybe \\nyou want to make video games? Cool start with C#; that’s what’s used in the Unity Engine. \\nMaybe you want to make a funny soundboard for your iPhone to make your friends laugh? \\nThen start with Swift; the native language for iOS app development. Regardless of what \\nsounds exciting, any of the high-level languages mentioned above will be a good starting \\npoint.\\nTo make any practical piece of software, you’ll usually need more than one programming \\nlanguage or tool. You’ll need what is known as a tech stack. A tech stack is a collection of \\nprogramming languages, frameworks, databases, libraries, and tools used to develop a \\npractical application. 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Document(page_content='Now I wish I could tell you that the reason I started with Java was for practical reasons… \\nIt wasn’t. I was addicted to Minecraft and I simply wanted to make my own custom mods/\\nplugins for the game.\\nSometimes doing whatever sounds the most exciting to you is the best option. Maybe \\nyou want to make video games? Cool start with C#; that’s what’s used in the Unity Engine. \\nMaybe you want to make a funny soundboard for your iPhone to make your friends laugh? \\nThen start with Swift; the native language for iOS app development. Regardless of what \\nsounds exciting, any of the high-level languages mentioned above will be a good starting \\npoint.\\nTo make any practical piece of software, you’ll usually need more than one programming \\nlanguage or tool. You’ll need what is known as a tech stack. A tech stack is a collection of \\nprogramming languages, frameworks, databases, libraries, and tools used to develop a \\npractical application. 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Document(page_content='1. PICK YOUR STARTING POINT\\nMany people get hung up on choosing the “best” or “most effective” programming lan -\\nguage/tech stack to learn from the git-go.\\nThis is understandable because of the overwhelming amount of information available on \\nwhere to begin. However, I promise you becoming fixated on this is pointless .\\nThe reality is, your first programming language will never be your last , and depend -\\ning on who you ask, certain programming languages or tech stacks are considered more \\n“in-demand” than others. But if you worry about this, you’ll quickly find yourself in analysis \\nparalysis and wind up taking no action. Any action beats no action, every time.\\n“It’s better to do less than you hoped for than nothing at all” - James clear\\nI am programming language agnostic; I don’t have a favorite programming language. \\nWhatever language the job requires, I’ll use. 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2}), Document(page_content='1. PICK YOUR STARTING POINT\\nMany people get hung up on choosing the “best” or “most effective” programming lan -\\nguage/tech stack to learn from the git-go.\\nThis is understandable because of the overwhelming amount of information available on \\nwhere to begin. However, I promise you becoming fixated on this is pointless .\\nThe reality is, your first programming language will never be your last , and depend -\\ning on who you ask, certain programming languages or tech stacks are considered more \\n“in-demand” than others. But if you worry about this, you’ll quickly find yourself in analysis \\nparalysis and wind up taking no action. Any action beats no action, every time.\\n“It’s better to do less than you hoped for than nothing at all” - James clear\\nI am programming language agnostic; I don’t have a favorite programming language. \\nWhatever language the job requires, I’ll use. 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2}), Document(page_content='4. PORTFOLIO\\nOnce you’ve learned a solid tech stack and have a basic understanding of computer sci -\\nence principles you should focus your energy on building a portfolio. Ideally, you’ll be \\nchipping away at this as you learn.\\nWhat is a portfolio?\\nA developer portfolio is a collection of software applications you’ve built, typically show -\\ncased on GitHub ( or similar software) , a personal website, or both.\\nWhen an employer is vetting a new hire, they will often have a developer review the candi -\\ndate’s resume, previous employment history, and body of work. Because of this, portfolios \\nare absolutely crucial, especially if you have no working experience.  As someone who \\nhas been involved in the vetting process, I can tell within a matter of ~5 minutes if some -\\none will get called in for an interview, simply by looking at the code they’ve written and \\nprojects they’ve worked on. This is why having a good portfolio as an entry-level developer \\nis key.', metadata={'_id': ObjectId('6592308ac984cf6fe729b885'), 'embedding': [0.019789523205741427, -0.019247344436744532, 0.03304708492084905, -0.03983722766464576, -0.008661950309969555, 0.014238645820513636, -0.027444570353666067, -0.0044084295309336505, -0.0038952959200869316, -0.014651733962929077, 0.03299544867021646, 0.001957329757037075, -0.009559126905081539, 0.008694223432276223, -0.002255850783268755, -0.01772408063101901, 0.02106751575228479, -0.029174379161921914, 0.0002741149024032028, -0.03036200733853565, -0.03697142506776355, -0.00864904124731141, 0.004476201877058262, -0.03002637357206908, -0.02375259147195297, -0.02000897633960729, 0.01454846239298652, -0.01882134630034834, 0.008713586560602136, -0.01563281993098031, 0.018963346920910545, -0.00547987754060799, -0.007906773404097173, -0.016265361207261613, -0.015671546187632137, -0.0023510547711266, 0.0011343799229634503, 0.008403769988129254, 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Document(page_content='4. PORTFOLIO\\nOnce you’ve learned a solid tech stack and have a basic understanding of computer sci -\\nence principles you should focus your energy on building a portfolio. Ideally, you’ll be \\nchipping away at this as you learn.\\nWhat is a portfolio?\\nA developer portfolio is a collection of software applications you’ve built, typically show -\\ncased on GitHub ( or similar software) , a personal website, or both.\\nWhen an employer is vetting a new hire, they will often have a developer review the candi -\\ndate’s resume, previous employment history, and body of work. Because of this, portfolios \\nare absolutely crucial, especially if you have no working experience.  As someone who \\nhas been involved in the vetting process, I can tell within a matter of ~5 minutes if some -\\none will get called in for an interview, simply by looking at the code they’ve written and \\nprojects they’ve worked on. This is why having a good portfolio as an entry-level developer \\nis key.', metadata={'_id': ObjectId('65921fc30fa0b0c69566d64a'), 'embedding': [0.019839255986743642, -0.01909060485257681, 0.03322462506963314, -0.039885038351166295, -0.008893459483920672, 0.014095294891426942, -0.027777540752786305, -0.004062723541961534, -0.004033681177554065, -0.014650329641995577, 0.03325043760721387, 0.0017264154313031035, -0.009300055379593069, 0.008590126777087785, -0.0020668582011060307, -0.0175545800525816, 0.02137528264938408, -0.029094134768957364, 0.00045903290953061684, -0.03007512481838394, -0.036632278636368046, -0.008822467554992757, 0.004285382755628505, -0.02992023282909252, -0.023918115624322278, -0.019581100808612712, 0.014637421510559984, -0.018922804731849797, 0.00859658084280558, -0.015954014595408426, 0.019232590573077867, -0.005146976780227618, -0.007712398053855489, -0.0161863553733134, -0.01551515023379228, -0.0027332223256774976, 0.001269802738208997, 0.008538496113990645, 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LEARNING\\nAs long as you have a reliable computer and a stable internet connection, you have the \\nopportunity to learn how to code online at no cost.  However, due to the vast amount of in -\\nformation available, you may need to navigate through a sizable amount of resources until \\nyou discover what best suits your learning needs.\\nHere are a couple of excellent free starting points:\\nThe Odin Project\\nhttps://www.theoDinproject.com/p Aths/FuLL-st AcK-jA vAscript/\\nThe Full Stack JavaScript course is packed with 100’s of hours of content where you’ll \\nlearn how to code using the MERN stack I’ve mentioned in the previous point. If you take \\nthis course in the recommended order, you will undoubtedly come out the other side with \\na very solid entry-level understanding of full-stack development. This course stands out for \\nits beginner-friendly structure, making it an excellent choice for learners at any level.\\nfreeCodeCamp\\nhttps://www.FreecoDec Amp.org/LeArn/', metadata={'_id': ObjectId('65921fc30fa0b0c69566d642'), 'embedding': [0.034697735300959195, 0.00118257948590021, -0.0078096109051559, -0.03451428709766913, -0.0006076689719768653, 0.004442043792126643, -0.023441935958990714, -0.008300987426712729, -0.014073023242111455, -0.01522612077933086, 0.01951092378653608, 0.033544638695062405, 0.005313418101141397, -0.0036787722899147128, -0.0250274437920988, -0.0024208483388498724, 0.023520556351451425, 0.004596008184090677, -0.0006609013935542572, -0.0037246341079065766, -0.03283705330027078, -0.0038032542675366337, 0.003149723535775568, -0.0076327150221193, -0.005392038493602108, -0.004419112766715384, 0.018646101332113488, -0.01955023305144382, -0.00369515146073381, -0.013522681426209092, 0.02294400804850303, -0.004248768738270946, -0.0007505776331855972, 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-0.01189786339687065, 0.003498600712412686, -0.016169563626214162], 'source': 'data\\\\Zero to Full-Time Programmer in 5 Steps.pdf', 'page': 8})]\n"
     ]
    }
   ],
   "source": [
    "from langchain.chains import RetrievalQA\n",
    "from langchain_community.chat_models import ChatOpenAI\n",
    "\n",
    "qa = RetrievalQA.from_chain_type(\n",
    "    llm=ChatOpenAI(model_name=\"gpt-3.5-turbo\", temperature=0.7),\n",
    "    chain_type=\"stuff\",\n",
    "    retriever=qa_retriever,\n",
    "    return_source_documents=True,\n",
    "    chain_type_kwargs={\"prompt\": PROMPT},\n",
    ")\n",
    "\n",
    "docs = qa({\"query\": \"how to become programmer. answer with a brief statement and then 5 bullet points.\"})\n",
    "\n",
    "print(docs[\"result\"])\n",
    "print(docs[\"source_documents\"])"
   ]
  }
 ],
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