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pratim4dasude/README.md

👋 Hey, I'm Pratim Dasude

LinkedIn  |  Resume  |  Website  |  Hugging Face

🚀 Machine Learning Engineer · AI Research Enthusiast · Generative AI Developer · Data Science Practitioner · Full-Stack Explorer

I build data-driven and intelligent applications that blend machine learning with modern web technologies.
From LLM-powered reasoning systems to interactive AI tools using React and Next.js, I focus on creating end-to-end products that are both scalable and impactful.
Curious and hands-on, I enjoy experimenting with new frameworks, optimizing workflows, and turning innovative ideas into working solutions.


🧠 What I Do

  • 🤖 Machine Learning & AI: Tree-based models (XGBoost, LightGBM), Time Series Forecasting, Model Optimization
  • 🧩 Generative AI: Diffusion Models (Stable Diffusion, Flux), Style Transfer, IPAdapter, Inpainting, LoRA fine-tuning
  • 🗣️ LLMs & Agents: Prompt Engineering, RAG, Multi-Agent Systems, LangChain, Vertex AI
  • ⚙️ MLOps & APIs: FastAPI, Model Deployment (Azure / GCP), Automation Pipelines
  • 🧍‍♂️ Computer Vision: Pose detection, Outfit transformation, Image segmentation (Grounded SAM, YOLO)

🧰 Tech Stack

Languages:
Python · JavaScript · TypeScript · SQL · Bash

Libraries & Frameworks:
PyTorch · TensorFlow · scikit-learn · HuggingFace · LangChain · OpenCV · NumPy · Pandas · Matplotlib

Infra & Deployment:
AWS SageMaker · Azure · Google Cloud (Vertex AI) · Docker · FastAPI · Flask · Git · CI/CD · REST APIs

Front-End & Visualization:
React.js · Next.js · TailwindCSS · Plotly · Streamlit

Specialized Domains:
RAG Pipelines · LLMOps · Vector Databases (FAISS) · NVIDIA NIM · Multi-Modal AI · Diffusion Models · ComfyUI · Automation · Computer Vision · NLP


🧩 Featured Projects

Project Description
EchoSeek Developed an AI-powered search and recommendation system combining Llama-3 reasoning with vision-language embeddings for contextual product retrieval. Integrated LangChain, FastAPI, and Next.js for an end-to-end multi-modal RAG pipeline deployed on AWS SageMaker.
Order Amount Prediction Built an ensemble regression model (XGBoost, LightGBM) for accurate sales forecasting, improving prediction stability and reducing variance across time periods.
Medical NLP Designed a domain-adapted NLP pipeline using transformer-based models for extracting and classifying key entities from medical texts.
E-Commerce Website Developed a full-stack web platform for product management and analytics, integrating real-time data visualization and recommendation features.

📈 Current Focus

  • Building agentic AI workflows that reason, retrieve, and act autonomously
  • Exploring multimodal systems that connect text, vision, and voice
  • Writing cleaner, modular ML code for scalable AI pipelines

🧾 Publications

Title Description
Investigating Deep Learning Architectures for Robust Speech Emotion Recognition Compared LSTM, CNN, and CLSTM models for speech emotion recognition, analyzing accuracy and robustness for emotion-aware HCI systems.
Leveraging BERT-Enhanced MLP Classifier for Automated Stress Detection in Social Media Articles Built a BERT-Enhanced MLP Classifier achieving 95% accuracy on Reddit & Twitter data for stress detection and mental health analysis.
Multilingual SMS Spam Detection using BERT and LSTM Conducted multilingual spam detection (English, French, German) using Kaggle data; Naive Bayes model achieved 98.1% accuracy.

🧭 Connect with Me

LinkedIn   GitHub   Kaggle   Hugging Face


"Building systems that learn, imagine, and create."

pratim-dasude

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  1. echoseek echoseek Public

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  2. Order-Amount-prediction Order-Amount-prediction Public

    Jupyter Notebook

  3. Medical-NLP-Hugging-Face-llama2 Medical-NLP-Hugging-Face-llama2 Public

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  4. e-commerse e-commerse Public

    TypeScript