Learn AI Fundamentals
Understand AI, machine learning, deep learning, GenAI, LLMs, RAG, agents, and modern AI concepts without needing certification experience.
Beginners | Professionals | Developers | Testers
Start Learning AI
AI Learning and AWS Certification
Learn AI clearly. Prepare for AWS confidently.
Build practical knowledge through full AI tutorials and quick Shorts, then follow a structured path toward the AWS Certified AI Practitioner exam.
Choose Your Goal
One learning library. Two guided paths.
Start with the path that matches your goal. Both paths share the same clear, practical lessons.
Prepare for AWS AI Practitioner
Connect every AI concept to AWS services, exam domains, responsible AI, security, and certification-focused preparation.
Exam roadmap | AWS services | Practice focus
View AWS PathCourse Standard
Every lesson follows a clean exam-focused format.
HookConceptExampleAWS service mappingAWS exam cornerKey takeaways
Shared Learning Library
AI concepts that build real understanding and AWS readiness
Follow the chapters in order for a complete journey, or select topics based on your AI learning or certification goal.
Open AI Learning LibraryAI Foundations
Start with AI, machine learning, deep learning, GenAI, the AI lifecycle, learning types, responsible AI, ethics, and classification.
AI vs ML vs DL vs GenAIAI lifecycleML typesResponsible AIAI ethicsClassification
Read module articles →Deep Learning Foundations
Build intuition for neural networks by learning perceptrons, weights, biases, activation functions, training, inference, and CNNs.
PerceptronWeights and biasesActivation functionsTraining vs inferenceCNN
Read module articles →Modern AI and Deep Learning
Move from sequence memory to modern architecture patterns with RNN, LSTM, Transformers, and NLP foundations.
RNNLSTMTransformersNLP
Read module articles →NLP and LLM Foundations
Understand tokenization, context windows, embeddings, vector search, semantic search, attention, foundation models, and LLMs.
TokenizationContext windowEmbeddingsVector searchSemantic searchLLMs
Read module articles →Generative AI Fundamentals
Cover prompt engineering, hallucinations, model behavior, practical GenAI patterns, and AWS AI Practitioner relevance.
Prompt engineeringHallucinationsGenAI conceptsExam focus
Read module articles →RAG and Enterprise AI
Learn retrieval augmented generation and how organizations use private data, search, embeddings, and governance.
RAGEnterprise dataKnowledge basesGovernance
Read module articles →AI Agents
Explain how agents plan, call tools, use memory, and complete tasks with practical business and AWS examples.
Agent basicsToolsMemoryPlanningAWS Bedrock agents
Read module articles →AWS AI Services
Map AI concepts to AWS services such as Amazon Bedrock, SageMaker, Q, Comprehend, Rekognition, Textract, Transcribe, Polly, and Lex.
BedrockSageMakerAmazon QRekognitionTextractPolly
Read module articles →Real-World GenAI Projects
Turn the theory into small projects learners can understand, demo, and connect to workplace use cases.
ChatbotsDocument Q&ASearchAutomationDemos
Read module articles →AI for Software Testing
Connect AI with QA automation, Playwright, testing strategy, and practical software testing workflows.
AI testingPlaywrightQA automationTest design
Read module articles →AWS AI Practitioner Exam Prep
Close the course with exam objectives, practice questions, topic review, and AWS AI Practitioner preparation strategy.
Exam domainsPractice questionsReviewStudy plan
Read module articles →Live, On-Demand Training
Build automation, cloud, and AI skills with a plan made for you.
Request personalized 1:1 or private team training in Selenium, Cypress, Playwright, Cucumber, Java, Python, CI/CD, Git, AWS, and AI.
Video Learning Library
Watch the latest lesson, then explore at your pace
Video players load only when you press Play, keeping the site fast on desktop and mobile.
ServiceNow series
ServiceNow · Episode 1
What Is ServiceNow? Complete Beginner Tutorial & Platform Tour
Start the ServiceNow series with a beginner-friendly introduction to the platform, its core capabilities, navigation, and a guided platform tour.
Watch on YouTubeAWS & AI Series
26 in-depth AWS, Amazon Bedrock, AI Practitioner, and generative AI tutorials
ServiceNow Series
1 beginner-friendly ServiceNow platform lesson
Latest Shorts
19 quick lessons on AI, prompt engineering, RAG, and quality engineering
Two Guided Roadmaps
Learn by topic or prepare by exam objective
Choose the roadmap that matches your current goal. You can switch paths at any time.
Build knowledge from foundations to applied AI
01AI, ML, Deep Learning and Generative AI
02Responsible AI, Ethics and Bias
03Neural Networks, CNN, RNN and LSTM
04NLP, Transformers and Tokenization
05Embeddings, Vector Search and LLMs
06Prompt Engineering, RAG and AI Agents
Prepare around AWS AI Practitioner exam objectives
01Fundamentals of AI and Machine Learning
02Fundamentals of Generative AI
03Applications of Foundation Models
04Responsible AI Guidelines
05Security, Compliance and Governance
06AWS AI Services and Exam Preparation
Contact
Connect with Mahendra Akula
For AWS AI Practitioner tutorials, Knowledge Bytes updates, collaborations, or learner questions.
- Name
- Mahendra Akula
- Primary Email
- contact@knowledgebytes.info
- US Phone (WhatsApp)
- +1 6098744195
- India Phone (WhatsApp)
- +91 9030055337