10 - Explainable AI (XAI): SHAP, LIME, and Model Interpretability
Understand how models make decisions: feature importance, SHAP values, LIME explanations. Why XAI matters: compliance (GDPR right to explanation), fai
Mar 20, 20261 min read
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#deep-learning
Articles tagged with #deep-learning
09 - TinyML and Edge AI: Deep Learning on Embedded Devices
Deploy deep learning on smartphones, IoT, microcontrollers: quantization, pruning, knowledge distillation. TensorFlow Lite, ONNX, TVM. Trade-off: accu
Mar 20, 20261 min read08 - Advanced Transfer Learning: BERT, GPT, and Hugging Face
Master modern transfer learning: BERT for understanding, GPT for generation. Fine-tuning, prompt engineering, retrieval-augmented generation (RAG). Wh
Mar 20, 20261 min read07 - Reinforcement Learning: Q-Learning, DQN, and PPO
Learn how agents learn from rewards: Markov Decision Processes, Q-learning, Deep Q-Networks (DQN), Policy Gradient, Proximal Policy Optimization (PPO)
Mar 20, 20261 min read06 - Diffusion Models: The New Frontier of Content Generation
Understand the models that generate DALL-E and Stable Diffusion images: diffusion process (noise → data), reverse process (noise → image). Conditionin
Mar 20, 20261 min read05 - GANs (Generative Adversarial Networks): Generating Synthetic Data
Discover how GANs generate realistic data: two networks in competition (generator vs discriminator). Applications: synthetic images, data augmentation
Mar 20, 20261 min read