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DEEPDATAMININGLEARNING 1.0 documentation
DEEPDATAMININGLEARNING 1.0 documentation

Deep Learning Tutorial

  • Deep Learning: From Perceptrons to Modern Architectures
  • Transformers: The Architecture That Changed Everything
  • Evolution of Sequence Models: From RNNs to Transformers
  • Modern Transformer Modifications and Optimizations
  • Technical Deep Dive: LLM Frameworks and Architectures
  • GPT Architecture Evolution: From GPT-2 to Modern LLMs
  • Self-Supervised Learning: From Word Embeddings to Modern Vision-Language Models

AI System Optimization

  • GPU Architecture and Acceleration for Deep Learning and LLMs
  • Inference Optimization

AI System Setups

  • Development Environment for Apple Silicon
  • Mac Machine Learning
  • Python
  • Linux Machine Setup
  • Setup in Intel13Rack
  • New Conda Setup in P100
  • New Conda Setup in WSL of Alienware 3090
  • 5090 Setup
  • CondaEnv
  • HPC
  • Windows
  • Container

Autonomous Systems

  • Autonomous Systems Survey: A Chronological Evolution (2014-2025)
  • Autonomous System Technology
  • Physical AI and Large Language Models in Autonomous Driving
  • Tesla Perception Stack & Its Research Lineage
  • Physical AI and Large Language Models in Autonomous Driving
  • KITTI Dataset Tutorial
  • NuScenes Dataset Tutorial: Coordinate Transformations and Bounding Box Processing
  • 🧭 Comprehensive Tutorial: Understanding and Visualizing the Waymo Open Dataset v2
  • MyDetector3D Training and Evaluation
  • Bird’s-Eye-View (BEV) Detection Tutorial
  • nuScenes Dataset Tutorial
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