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Project Showcase

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AI Expertise Showcase

Visual representations of my technical capabilities and practical applications in AI and machine learning

Neural Network Visualization

3D visualization of neural connections in a brain-like structure

finetune_llama_lora.py
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LLM Fine-tuning Pipeline

Live snippet of parameter-efficient LoRA fine-tuning on Llama 3

AI/ML Development Pipeline

AI/ML Development Pipeline

Data Collection

Gathering high-quality, diverse datasets from various sources to train robust AI models.

Data Preprocessing

Cleaning, transforming, and normalizing data to make it suitable for model training.

Model Selection

Evaluating and selecting the most appropriate model architecture for the specific task.

Training

Training the model on preprocessed data with careful parameter tuning and validation.

Evaluation

Assessing model performance using appropriate metrics and validation techniques.

Deployment

Deploying optimized models to production environments with monitoring and scaling capabilities.

Selected Projects

A selection of my technical projects showcasing ML and backend expertise.

Transformers Architecture (From Scratch)

Transformers Architecture (From Scratch)

Built a complete Transformer neural network with Multi-head attention and Positional encoding. Implemented Encoder-Decoder architecture for sequence-to-sequence NLP tasks, demonstrating deep understanding of LLM foundations.

PythonTensorFlowDeep LearningNLP
Autonomous Object Detection System

Autonomous Object Detection System

Developed a real-time detection system processing video streams at 30 FPS with 85% accuracy. Optimized model inference for low-latency performance in embedded system environments.

YOLOOpenCVComputer VisionPython
Housing Price Prediction Engine

Housing Price Prediction Engine

Achieved 92% prediction accuracy using ensemble regression models (Random Forest, Gradient Boosting). Performed advanced feature engineering and hyperparameter tuning.

Scikit-learnXGBoostPythonML
Image Compression with K-Means

Image Compression with K-Means

Implemented K-Means clustering algorithm for efficient image compression with minimal quality loss. Demonstrated understanding of unsupervised learning algorithms.

PythonK-MeansOpenCVML
E-commerce Admin Dashboard

E-commerce Admin Dashboard

Built a comprehensive admin panel for e-commerce platforms with inventory management, analytics, and RESTful API integration.

PHPMySQLREST APIJavaScript
Hello India Travel Platform

Hello India Travel Platform

Developed a travel booking website with destination management, user booking system, and payment integration.

PHPMySQLJavaScriptHTML/CSS