Full course guides, read right here
Every guide is a complete written course, not a summary. The reasoning first, then runnable code, a diagram where the shape is the hard part, and the gotchas that only turn up once something has broken in production.
Reading is only the first third
Contents, search and your own highlights. Picks up where you left off.
25 questions from that guide, two minutes each, with a breakdown.
Spoken, on the same material. Feedback after every answer.
All three are included with Skiiling Pro, which also unlocks Role Prep and Practical Labs and Skill Plans.
AWS Cloud Engineer
Core AWS services, networking, compute, storage, databases, infrastructure as code and production operations, with runnable examples throughout.
- 114
- Pages
- 6
- Modules
- 30
- Topics
Google Cloud Platform Engineer
Building and operating on GCP: projects and IAM, compute, storage, BigQuery, Kubernetes and data pipelines, with runnable examples throughout.
- 114
- Pages
- 6
- Modules
- 30
- Topics
Microsoft Azure Cloud Engineer
Azure from the ground up: subscriptions and Entra ID, virtual machines, networking, storage, App Service, AKS and Bicep, with runnable examples throughout.
- 117
- Pages
- 6
- Modules
- 30
- Topics
Big Data with Hadoop and Spark
Distributed storage and processing: HDFS, YARN, MapReduce, Spark core, Spark SQL, streaming and the Hive and Kafka ecosystem, with runnable examples throughout.
- 94
- Pages
- 6
- Modules
- 30
- Topics
Generative AI
From how transformers generate text to prompting, embeddings, retrieval augmented generation, fine tuning and evaluation, with runnable examples throughout.
- 100
- Pages
- 15
- Modules
- 75
- Topics
Agentic AI
Designing systems that plan, call tools, remember and act: agent loops, tool schemas, memory, multi-agent orchestration and production safeguards, with runnable examples throughout.
- 106
- Pages
- 15
- Modules
- 75
- Topics
Spring Cloud and Microservices
Service decomposition, discovery, gateways, configuration, resilience, messaging and observability with Spring Boot and Spring Cloud, with runnable examples throughout.
- 119
- Pages
- 5
- Modules
- 25
- Topics
Python Programming
Python from first principles to production: the core language, data structures, object orientation, files and errors, web services with Flask, and concurrency, testing and packaging, with runnable examples throughout.
- 109
- Pages
- 6
- Modules
- 31
- Topics
Databricks Data Intelligence Platform
The whole Databricks platform in one guide: the lakehouse and Delta Lake, data engineering with Spark and declarative pipelines, SQL warehousing, Unity Catalog governance, machine learning with MLflow, and generative AI with Vector Search, agents and AI/BI Genie, with runnable examples throughout.
- 158
- Pages
- 7
- Modules
- 35
- Topics
Multimodal RAG with Gemini
Standard RAG only reads text. Modern businesses need to query charts, tables, and videos. Build a pipeline that uses Gemini 1.5 Pro to extract and index insights from a library of financial PDF reports containing complex graphs.
- 76
- Pages
- 4
- Modules
- 20
- Topics
The Agent Loop
Unlike simple chatbots, Agentic AI can think about its mistakes. Implement a Python-based agent loop where an LLM creates a plan, executes a step, checks the result, and pivots if the outcome is wrong.
- 52
- Pages
- 3
- Modules
- 15
- Topics
Guardrails with NeMo and LlamaGuard
Companies are terrified of their AI going off-script. Build a pre-processing layer that filters user intent and a post-processing layer that validates AI output before the user sees it.
- 54
- Pages
- 3
- Modules
- 15
- Topics
Multi-Agent Orchestration
Complex tasks require different roles — a Coder agent, a Reviewer agent, a Researcher agent. Set up a Creative Agency multi-agent system where one agent writes content and another critiques it until a quality score is met.
- 49
- Pages
- 3
- Modules
- 15
- Topics
AWS Bedrock Knowledge Bases
Bedrock is the fastest way for AWS users to deploy RAG without managing infrastructure. Connect an S3 bucket to Amazon Bedrock to create a Living Documentation bot that updates every time a new doc is uploaded.
- 58
- Pages
- 3
- Modules
- 15
- Topics
Vertex AI Search and Conversation
Google's no-code RAG solution. Deploy a production-ready search engine for an e-commerce site using Google's pre-indexed retail models in under 30 minutes.
- 59
- Pages
- 3
- Modules
- 15
- Topics
LangChain, LangGraph and LangSmith
Master the full LangChain ecosystem — build production chains, stateful agentic workflows with LangGraph, and debug and evaluate with LangSmith. One course, every tool.
- 113
- Pages
- 5
- Modules
- 36
- Topics
Vector Databases
Learn every major vector database — ChromaDB for local prototyping, Pinecone for managed production, Qdrant for advanced filtering, plus Weaviate, Milvus, and pgvector. One course, all the options.
- 105
- Pages
- 6
- Modules
- 42
- Topics
AI Strategy and GenAI Implementation
A non-code executive track for leaders who must decide where GenAI creates value — and where it burns budget. Build an AI strategy, evaluate build-vs-buy, quantify ROI, run a use-case portfolio, and stand up responsible-AI governance. Framed around board-level decisions, vendor evaluation, and change management, not model internals.
- 104
- Pages
- 5
- Modules
- 25
- Topics
Debug Production: Generative AI
The failures that only appear once a generative AI system carries real traffic: latency and cost blowouts, silent quality regressions, retrieval and context defects, and how to trace, log and run an incident on a system that is not deterministic.
- 66
- Pages
- 4
- Modules
- 20
- Topics
Debug Production: Banking with Agentic AI
What breaks when an autonomous agent touches a bank: double-executed payments, lost authorisation context, audit trails that cannot reconstruct a decision, and operating safely against core banking latency, cut-off windows and regulatory scrutiny.
- 83
- Pages
- 4
- Modules
- 20
- Topics
Debug Production: Fintech with Agentic AI
Production failures in agent-driven fintech: duplicate charges and out-of-order webhooks, agents manipulated by untrusted merchant data, partner API drift, and the cost, compliance and observability work that keeps per-transaction margin intact.
- 86
- Pages
- 4
- Modules
- 20
- Topics
Debug Production: Healthcare with Agentic AI
Engineering and safety failures in clinical AI systems: hallucinated patient facts, protected health information leaking through logs and traces, EHR and terminology mapping defects, and the governance, evaluation and incident work that clinical deployment demands.
- 98
- Pages
- 4
- Modules
- 20
- Topics
Debug Production: Retail with Agentic AI
Where agent-driven retail breaks: stale inventory and overselling, duplicate orders from retries, personalisation that leaks another customer's data, and running agents through peak season without wrecking conversion or margin.
- 91
- Pages
- 4
- Modules
- 20
- Topics
Beginner to Hero: Generative AI Development
Build a generative AI product from an empty directory to production: project setup, a development framework for prompts and retrieval, testing when the output is not deterministic, an evaluation framework you can run in CI, and deployment with cost, tracing and rollback.
- 105
- Pages
- 5
- Modules
- 25
- Topics
Beginner to Hero: Agentic AI Development
Build an agent that does real work: the agent loop, tool design and permissions, testing trajectories without burning tokens, evaluating task success and cost, and deploying with budgets, approval paths and a kill switch.
- 93
- Pages
- 5
- Modules
- 25
- Topics
Beginner to Hero: Agentic AI on AWS
Take an agent to production on AWS: identity and least privilege, managed knowledge bases, orchestration choices, contract testing against cloud services, evaluation in the pipeline, and infrastructure as code with cost controls and a runbook.
- 92
- Pages
- 5
- Modules
- 25
- Topics
Beginner to Hero: Agentic AI on Google Cloud
Take an agent to production on Google Cloud: identity and least privilege, grounding and the vector index, orchestration choices, contract testing against cloud services, evaluation in the pipeline, and infrastructure as code with cost controls and a runbook.
- 100
- Pages
- 5
- Modules
- 25
- Topics
Beginner to Hero: Agentic AI with Claude
Build a Claude agent that does real work: the tool-use loop, tool contracts and context management, testing trajectories without burning tokens, evaluating task success and cost, and deploying with budgets, tracing and a kill switch.
- 117
- Pages
- 5
- Modules
- 25
- Topics
Beginner to Hero: Agentic AI with OpenAI
Build an OpenAI agent that does real work: the tool-calling loop, function schemas and structured outputs, testing trajectories without burning tokens, evaluating task success and cost, and deploying with budgets, tracing and a kill switch.
- 112
- Pages
- 5
- Modules
- 25
- Topics
DevOps Architecture
Designing the path to production: platform architecture, pipeline topology, GitOps, SLOs and error budgets, supply chain security and the economics of delivery.
- 94
- Pages
- 6
- Modules
- 30
- Topics
Data Architecture
Dimensional modelling, key stability, conformed dimensions and data contracts, with the ingestion, quality, governance and cost decisions that decide whether a warehouse can be trusted.
- 122
- Pages
- 8
- Modules
- 40
- Topics
Cloud Architecture
Vendor-neutral cloud architecture: availability mathematics, multi-region tradeoffs, network and egress economics, identity boundaries, FinOps allocation and the landing zones that decide how an organisation scales.
- 120
- Pages
- 7
- Modules
- 35
- Topics