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Find learning resources for your role, compare costs and credentials, then put your knowledge into interview practice.

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Free learning does not always include a certificate or cloud usage. Durations describe the listed resource; exam length is not preparation time. Level and role matches are editorial guidance. How we verify

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CourseFree learningBeginner

Machine Learning Crash Course

Study machine learning concepts through explanations and practical exercises.

Provider
Google
Duration
Self-paced; total duration not stated
Certificate
Check provider

Free learning material. Check prerequisites before starting.

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CourseFree learningIntermediate

Hugging Face AI Agents Course

Build agents and explore an agentic RAG use case. Basic Python and LLM knowledge are prerequisites.

Provider
Hugging Face
Duration
3–4 hours per chapter; self-paced
Certificate
Yes · Free completion certificate; assignments required

Course and certification process are free. Hosted services you choose to use may have separate limits.

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CourseFree learningAdvanced

Introduction to Secure DevOps

Learn about security validation, threat modeling and automated security analysis in delivery pipelines.

Provider
Microsoft
Duration
Self-paced; total duration not stated
Certificate
No · Module assessment pass designation, not a professional certification

Learning content is free to read; Azure services may incur separate charges.

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Learning hubMixedMixed

AWS AI Training

Browse AWS training and certification paths for AI and machine learning.

Provider
AWS
Duration
Self-paced; total duration not stated
Certificate
Check provider

Resource hub: check each course, subscription and exam separately.

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Learning hubCheck costMixed

Google Cloud DevOps and SRE Training

Explore role-related DevOps and reliability training resources.

Provider
Google Cloud
Duration
Self-paced; total duration not stated
Certificate
Check provider

Current access, certificate details and duration need provider confirmation.

View official resourceVerification pending — check details with the provider.
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TutorialFree learningBeginner

Kubernetes Basics

Learn the basics of deploying, scaling and updating containerized applications.

Provider
Kubernetes
Duration
Self-paced; total duration not stated
Certificate
No · Documentation tutorial

Free documentation. Your chosen cluster or cloud environment may have costs.

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CertificationPaidIntermediate

AWS Certified Machine Learning Engineer – Associate

Certification covering operational machine learning workloads on AWS.

Provider
AWS
Duration
130-minute standard exam; preparation time varies
Certificate
Yes · Pass the paid certification exam

Paid exam. Check the official page for current exam versions, fees and eligibility.

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CertificationPaidAdvanced

Professional Machine Learning Engineer

Certification for designing and operating machine learning solutions on Google Cloud.

Provider
Google Cloud
Duration
2-hour exam; preparation time varies
Certificate
Yes · Pass the paid certification exam

Paid exam; confirm the registration fee and applicable taxes with the provider.

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Learning hubCheck costMixed

DeepLearning.AI Course Catalog

Browse individual AI courses and check their syllabus for retrieval and agent topics.

Provider
DeepLearning.AI
Duration
Self-paced; total duration not stated
Certificate
Check provider

Cost, certificates and completion time vary by course. Current terms need confirmation.

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Learning hubMixedMixed

Microsoft Data Engineer Training

Explore self-paced training, instructor-led options and certification preparation for data engineering.

Provider
Microsoft
Duration
Self-paced; total duration not stated
Certificate
Check provider

Learning and certification are separate; check individual training and exam costs.

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CourseFree learningIntermediate

Hugging Face LLM Course

Learn transformers, tokenizers, datasets and model fine-tuning.

Provider
Hugging Face
Duration
About 6–8 hours per chapter; self-paced
Certificate
Check provider · The course introduction and chapter navigation give mixed certification signals; confirm current availability.

Course content is free. Hosted notebooks, models or compute may have separate limits.

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CourseFree learningIntermediate

Practical Deep Learning for Coders — Part 1

Apply deep learning to practical tasks and build deployable models.

Provider
fast.ai
Duration
9 lessons of about 90 minutes; exercises add time
Certificate
Check provider · No certificate promise verified

Free videos and online book. Check notebook-provider quotas before running larger experiments.

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TutorialFree learningBeginner

Hello GitHub Actions

Create and run a workflow using GitHub Actions.

Provider
GitHub Skills
Duration
Self-paced; no fixed total stated
Certificate
Check provider · No certificate promise verified

Free public exercise. Use a public practice repository as recommended; private repositories consume Actions minutes.

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TutorialFree learningBeginner

Docker Get Started

Work through container fundamentals and a guided application workshop.

Provider
Docker
Duration
Self-paced; no fixed total stated
Certificate
No · Documentation tutorial

Tutorial content is free. Docker Desktop licensing and hosted services have separate terms.

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CourseFree learningMixed

Web Security Academy

Study web security with guided learning material and interactive labs.

Provider
PortSwigger
Duration
Self-paced; no fixed total stated
Certificate
No · Academy learning is separate from the provider's professional certification

Learning material and Academy labs are free; an account enables progress tracking. Use the provided lab targets.

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TutorialFree learningIntermediate

Introduction to CodeQL

Enable code scanning and inspect findings using CodeQL.

Provider
GitHub Skills
Duration
Self-paced; no fixed total stated
Certificate
Check provider · No certificate promise verified

Public training exercise. Private-repository security features and Actions usage have separate plan terms.

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CourseFree learningIntermediate

Data Engineering Zoomcamp

Build data pipelines through ingestion, orchestration, warehousing and processing.

Provider
DataTalks.Club
Duration
9-week course structure; self-paced access available
Certificate
Yes · Live-cohort final project and peer reviews required; no self-paced certificate

Videos and materials are free. Cloud resources may cost money; follow the course's setup and cleanup guidance.

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CourseFree learningIntermediate

LLM Zoomcamp

Build a knowledge-base assistant with retrieval, evaluation and monitoring.

Provider
DataTalks.Club
Duration
10-week course structure; self-paced access available
Certificate
Yes · Cohort project, peer reviews and deadlines required; no self-paced certificate

Course materials are free. Model APIs, hosted compute and optional community services may cost extra.

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CourseFree learningBeginner

Query and Modify Data with Transact-SQL

Learn SQL queries, filtering, joins, subqueries and data modification.

Provider
Microsoft
Duration
Self-paced; no fixed total stated
Certificate
No · Learning-path achievement is not a professional certification

Learning content is free to read. Hosted database services are separate.

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TutorialFree learningBeginner

PostgreSQL Tutorial

Practise relational concepts, SQL and PostgreSQL features.

Provider
PostgreSQL
Duration
Self-paced; no fixed total stated
Certificate
No · Documentation tutorial

Free documentation; use a local PostgreSQL installation to avoid hosted-service costs.

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