What is AI, AI vs ML, AI vs AGI, roles & responsibilities.
LLMs, inference, training, embeddings, agents.
Benefits, limitations, transfer learning concepts.
OpenAI, Claude, Gemini, Hugging Face, Mistral.
Chat Completions, embeddings, fine-tuning, pricing.
Writing prompts, token management, prompt patterns.
Bias, fairness, privacy, adversarial testing.
Prompt injection, output constraints, moderation APIs.
Trade-offs, deployment, customization.
Models, tasks, Hub, inference SDKs.
Semantic search, recommendations, clustering.
Pinecone, Chroma, FAISS, Weaviate, Qdrant.
Chunking, embeddings, retrieval, generation.
LangChain, LlamaIndex, SDK-based approaches.
ReAct prompting, tools, memory, planning.
OpenAI tools, assistants API, manual agents.
Image, audio, video, speech-to-text, TTS.
Vision API, DALL·E, Whisper, multimodal SDKs.
AI code editors, copilots, productivity tools.
Latest models, research, ecosystem updates.