Generative AI & LLM Tools

Tech Stack / Tools (2025 Updated)
Prompt engineering, LLM fine-tuning (LoRA/QLoRA), LangChain, LlamaIndex, Hugging Face Transformers, RAG pipelines, vector DBs (Pinecone, FAISS, Weaviate), GPT-4, Claude, LLaMA, Mistral, Falcon, multi-agent AI frameworks (AutoGPT, CrewAI)
Purpose
Enterprise content generation, conversational AI, and intelligent automation
Industries
Finance, Healthcare, Legal, Marketing, Customer Service
RAG System
Retrieval-Augmented Generation with vector databases
Hugging Faces
Open-source ML models and transformers library
LangChain
Advanced LLM orchestration and chaining
AGENTIC AI
Autonomous AI agents and intelligent automation

Classical Machine Learning & Statistical Modeling

Tech Stack / Tools (2025 Updated)
GLMs (Linear/Logistic Regression), Time Series Models (ARIMA, Prophet), Decision Tree Ensembles (XGBoost, LightGBM, Random Forest), SVMs, Clustering (K-means, DBSCAN), scikit-learn, StatsModels, Pandas, NumPy
Purpose
Deliver forecasts, detect trends, segment customers, support decisions with interpretable results
Industries
Finance, banking, insurance, retail, healthcare, logistics, supply chain, manufacturing, telecommunications
Decision Tree Ensembles
XGBoost, Random Forest, and Stacking Implementation

Deep Learning & Neural Networks

Tech Stack / Tools (2025 Updated)
PyTorch, TensorFlow, Keras, Hugging Face Transformers, CNNs, RNNs, Transformers, GANs, diffusion models, GPU/TPU training
Purpose
Power advanced AI like vision, speech recognition, and natural language understanding beyond simpler ML models
Industries
Healthcare, automotive, defence, security, tech, media & entertainment, e-commerce, robotics, manufacturing
CNN - Sweets Detection
Image classification for confectionery products
CNN - Card Recognition
Playing card detection and classification

Computer Vision & Image Processing

Tech Stack / Tools (2025 Updated)
OpenCV 4.8, YOLO v8, MediaPipe, Detectron2, PIL, Scikit-Image
Purpose
Visual recognition, quality control, surveillance, and augmented reality
Industries
Security, Manufacturing, Healthcare, Retail, Entertainment
Object Detection
Real-time object recognition and tracking
🖼️
AI Image Processing
Advanced image manipulation and enhancement

MLOps & Production Systems

Tech Stack / Tools (2025 Updated)
Docker, Kubernetes, MLflow, Kubeflow, AWS SageMaker, Azure ML
Purpose
Scalable ML deployment, monitoring, and continuous integration
Industries
Enterprise Software, Cloud Services, Fintech, E-commerce

Video Title