AI Foundations & Fundamentals Prep
Complete prep hub — LLMs, Prompting, Fine-Tuning, System Design, and Production AI.
LLM ModelsVector DBsInfrastructureEthicsMultimodal
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40 Key Generative AI Q&As
Top questions covering models, architectures, and deployments
12-Step Prep Path
Master Generative AI core concepts step-by-step.
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LLM Fundamentals PrepNEW
Master Transformers, attention mechanisms, tokenization, and decoding strategies.
Prompt Engineering PrepNEW
Master advanced prompting techniques, Few-Shot, Chain-of-Thought, ReAct.
Fine-Tuning & AdaptationNEW
Master PEFT, LoRA, QLoRA, RLHF, and adapting foundational models.
Vector Databases & EmbeddingsNEW
Master high-dimensional embeddings, Cosine Similarity, Dense/Sparse retrieval.
AI System DesignNEW
Master end-to-end architecture for real-world AI applications, RAG pipelines.
LLMOps & Production AINEW
Master deploying, monitoring, caching, and operating LLMs in production environments.
Evaluation & Testing AINEW
Master Evaluation-Driven Development, LLM-as-a-judge, BERTScore.
AI Safety, Ethics & Responsible AINEW
Master guardrails, red-teaming, prompt injection mitigation, bias detection.
Multimodal AINEW
Master VLMs, CLIP, image generation, audio processing, and cross-attention.
AI Infrastructure & ScalabilityNEW
Master Tensor Parallelism, PagedAttention, KV Caching, Speculative Decoding.
Generative AI Interview PrepNEW
Master Large Language Models, RAG pipelines, vector search, embeddings.
AI Behavioral & ScenariosNEW
Master situational questions, managing stakeholder expectations, AI ROI vs Trad.
Agentic AI & Test Automation
Take your knowledge further by applying it to agents and framework automation.
Model Context Protocol (MCP) QA MasterclassNEW
Master Playwright, Selenium & Jira E2E MCP Servers & Agentic QA Pipelines
AI Agents & FrameworksNEW
Master the Agentic workflows, LangChain, MCP, and CrewAI
Playwright + AI Interview preparation
Complete roadmap & resources for Playwright SDETs
Selenium + AI Interview preparation
Complete roadmap & resources for Selenium SDETs
AI Courses Every QA Should KnowNEW
Curated roadmap to transition to an AI-Augmented QA Architect
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AI Agents & Frameworks Hub — view here