✉️  Get in touch on LinkedIn & Stack Overflow 🌎

📂 My Projects:

Machine Learning (ML):

• 🧠 Brain MGMT Prediction: Comprehensive analysis and model development for MGMT prediction using an XGBoost ensemble with a U-Net-based feature extractor. | Kaggle |

Deep Neural Networks (DNN):

• 🍷 Wine Quality Prediction: Utilized DNN to predict wine quality based on physicochemical properties. | Kaggle |

Computer Vision (CV):

• 🧠 Brain MGMT Prediction: Developed a CNN-based model for prediction of the MGMT. | Kaggle |
• 🌾 Rice Grain Classification: Employed CNN to classify different types of rice grains. | Kaggle |
• 🚦 Traffic Sign Recognition (GTSRB): Developed a CNN-based model for real-time traffic sign recognition. | Kaggle |
• ✍️ Handwritten Digit Classification (MNIST): Achieved high accuracy in classifying handwritten digits using CNN. | Kaggle |

Generative Adversarial Network (GAN)

• 🚲 Bicycle Image Generation: Exploration of Generative Models (GAN) and its capabilities, focusing on the generation of bicycle. | Kaggle |

• Base Stemming and Lemmatization
• Base Stemming Lemmatization Classification
• Base TF-IDF Similarity
• Base Neural Word Embeddings

• Weaviate VectorDB
• Weaviate Nearest Neighbors
• Weaviate CRUD Search
• Weaviate Sparse Dense Hybrid Search
• Weaviate Multilingual Search
• Weaviate Search
• Weaviate Dense Retrieval
• Weaviate ReRank

• Pinecone VectorDB Search

• ChromaDB Embedding Search

• FAISS Embedding Search

• Cohere Embeddings Search

• Semantic Router Semantic Search
• Semantic Generative Answers

• RAG Langchain QA

• RAG LLamaIndex Pipeline
• RAG LLamaIndex Sentence Window Retrieval
• RAG LLamaIndex Auto Merging Retrieval
• RAG LLamaIndex Ollama Auto Merging Retrieval
• RAG Agent

• RAG LLamaIndex Triad of Metrics

• Basic Applications

• Prompting
• Model Selection
• Function Calling
• RAG
• Chat UI

• LangChain MultStepReason 1
• LangChain ReAct MultStepReason 2

• Fine Tuning with QLoRA How in 2024
• Fine Tuning with QLoRA T5
• Fine Tuning Trainer
• Fine Tuning PEFT LoRA
• Fine Tuning POO
• Embedding-Model-Fine-Tuning
• Fine Tuning Mistral with Lora

• Fine Tuning DeepSpeed
• Fine Tuning LoRA and Predibase

• Society Bias Toxicity
• Log Monitor Text Metrics with LangKit

• LLMOps Pipeline Dev Stag Prod

• Vision with PaliGemma
• PaliGemma Fine Tuning