Amit’s Library resources

Official free learning: business and computers

39 selected entries across 32 providers, reviewed 4 October 2026. This is a broad discovery pass, not an exhaustive worldwide catalogue or complete review of each syllabus. Read the access boundary before following a link.

Webinars and recordings · Selected syllabus evidence · Machine-readable catalogue

Choose a learning purpose

Business foundations: start with HP LIFE, OpenLearn, Saylor or Khan Academy, then study CRM and ERP through suitable HubSpot, Salesforce or SAP material.

Computing foundations: choose one sequence from CS50, Helsinki, freeCodeCamp or The Odin Project. Use MDN for web explanations and GitHub resources for collaboration.

Business with computing: define a business task, inspect data and process requirements, then choose analytics, automation, cloud or AI material. Product training should be compared with vendor-neutral foundations.

Search the catalogue

Google — Python class

Open official learning

Topics: Programming, data cleaning and automation

Before starting: Basic programming familiarity helps; the course is not a complete computer-science degree.

Access boundary: Free public lessons and exercises.

Original business practice: Use Python to validate a synthetic order record.

Review scope: Official overview or module page; not every exercise, credential or linked service reviewed

Google — Machine Learning Crash Course

Open official learning

Topics: AI and machine learning foundations

Before starting: Begin with Python, algebra and basic statistics; use the course prerequisites.

Access boundary: Free public self-study; no paid certificate is promised here.

Original business practice: Define a business prediction task and a non-ML baseline.

Review scope: Official overview or module page; not every exercise, credential or linked service reviewed

Google — Linear regression

Open official learning

Topics: Regression and prediction

Before starting: Work through ML foundations and distinguish prediction from causation.

Access boundary: Free public module.

Original business practice: Compare forecast errors with a simple mean baseline.

Review scope: Official overview or module page; not every exercise, credential or linked service reviewed

Google — Classification

Open official learning

Topics: Classification and decision thresholds

Before starting: Understand labels and basic probabilities.

Access boundary: Free public module.

Original business practice: Explain the cost of false positives and false negatives in a support queue.

Review scope: Official overview or module page; not every exercise, credential or linked service reviewed

Google — Generalisation and overfitting

Open official learning

Topics: Dataset splits and validation

Before starting: Study models and datasets first.

Access boundary: Free public module.

Original business practice: Identify how customer duplicates could leak across a train/test split.

Review scope: Official overview or module page; not every exercise, credential or linked service reviewed

Google — ML fairness

Open official learning

Topics: Responsible AI and governance

Before starting: Study classification and evaluation; a module is not a fairness certification.

Access boundary: Free public module.

Original business practice: Identify affected groups, review authority and appeal evidence.

Review scope: Official overview or module page; not every exercise, credential or linked service reviewed

Google — Introduction to large language models

Open official learning

Topics: NLP and language models

Before starting: Start with ML fundamentals; learning content does not supply a production API.

Access boundary: Free public module; external services are separate.

Original business practice: Draft an evaluation plan for a customer-support assistant using synthetic cases.

Review scope: Official overview or module page; not every exercise, credential or linked service reviewed

IBM — SkillsBuild learning catalogue

Open official learning

Topics: AI, data, cybersecurity, cloud and workplace skills

Before starting: Choose the appropriate adult or university audience and inspect each course requirement.

Access boundary: IBM describes SkillsBuild learning as free. Registration may be needed; catalogue content can depend on audience and location. Individual credential requirements were not fully audited.

Original business practice: Select data fundamentals, then create a business data dictionary and a privacy-aware analysis plan.

Review scope: Official overview or module page; not every exercise, credential or linked service reviewed

Microsoft — Microsoft Learn training

Open official learning

Topics: Data analysis, cloud, security and business automation

Before starting: Filter for beginner modules and the relevant product.

Access boundary: Free self-paced training; exams, instructor-led offerings, product licences and cloud consumption may involve charges. Check each exercise before provisioning services.

Original business practice: Find a data-analyst or app-maker module and connect it to a departmental workflow.

Review scope: Official overview or module page; not every exercise, credential or linked service reviewed

AWS — Skill Builder digital training

Open official learning

Topics: Cloud; AI; security

Before starting: Begin with cloud fundamentals; inspect account and lab requirements.

Access boundary: Selected digital courses are free. The full immersive experience can require a subscription; cloud consumption and exams are separate.

Original business practice: Map a small-business application to compute, storage, access and cost responsibilities.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-12

Salesforce — Trailhead

Open official learning

Topics: Business; CRM; automation

Before starting: Start with beginner modules; an account supports practice and progress.

Access boundary: Trailhead advertises free hands-on learning. Product subscriptions, professional exams and other training offerings are separate.

Original business practice: Map enquiry, qualified lead, opportunity and customer as distinct records.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-03

Cisco — Networking Academy

Open official learning

Topics: Security; networks; programming

Before starting: Choose an introductory self-paced course and check equipment requirements.

Access boundary: Official page offers free self-paced courses. Do not assume every instructor-led partner course or certification exam is free.

Original business practice: Draw a network for sales, finance and production and justify access separation.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-13

NVIDIA — Developer learning resources

Open official learning

Topics: AI; accelerated computing; programming

Before starting: Some material expects Python, ML or GPU familiarity; inspect individual prerequisites.

Access boundary: Developer learning resources include free access. DLI courses are mixed-price; no unlimited free course or hardware entitlement is claimed.

Original business practice: Compare a CPU baseline with an accelerated approach, including workload and cost assumptions.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-16

SAP — Learning journeys

Open official learning

Topics: Business; ERP; data; cloud

Before starting: Understand departmental processes before studying a product-specific journey.

Access boundary: Free self-paced learning is available. Guided premium live sessions and practice systems may need a Learning Hub subscription; exams are separate.

Original business practice: Map order-to-cash across sales, fulfilment and finance with shared identifiers.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-01, global-brief-04

Oracle — Free foundations through Oracle University

Open official learning

Topics: Cloud; AI; enterprise applications

Before starting: Choose the explicitly free foundations offer; check the specific course and credential terms.

Access boundary: The official page advertises selected free foundations training and certifications. Unlimited Learning Subscription is a separate paid offering.

Original business practice: Describe an enterprise data flow and the responsibilities for cloud access and review.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-12

Red Hat — Free technical overviews

Open official learning

Topics: Cloud; Linux; systems

Before starting: Choose the technical-overview section; introductory operating-system knowledge helps.

Access boundary: The resources page identifies free technical overviews. Broader learning subscriptions and advanced courses may be paid.

Original business practice: Explain users, permissions, processes and service recovery for a business server.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-13

MongoDB — MongoDB learning and skill badges

Open official learning

Topics: Data; databases; AI

Before starting: Know basic records and queries; inspect the chosen path and account requirements.

Access boundary: Catalogue labels selected skills and badges free and instructor-led training paid. Atlas service usage has separate terms.

Original business practice: Model a synthetic customer/order document and identify integrity and query tradeoffs.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-10

HubSpot — Academy

Open official learning

Topics: Business; marketing; sales; automation

Before starting: Begin with a relevant fundamentals course; an account is used for learning.

Access boundary: Academy advertises free online courses. Commercial tools and product-specific practical requirements need separate checking.

Original business practice: Create a customer journey and specify feedback ownership at each handoff.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-03

HP LIFE — Business and digital skills

Open official learning

Topics: Business; workplace; entrepreneurship; data

Before starting: Suitable for a foundation route; select the available course language.

Access boundary: HP LIFE describes its business and digital-skills programme as free. Individual completion conditions still apply.

Original business practice: Build a small-business offer, basic cash timeline and professional communication sample.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-01, global-brief-03, global-brief-06

The Open University — OpenLearn free courses

Open official learning

Topics: Business; data; workplace; research

Before starting: Filter by introductory, intermediate or advanced level and estimated effort.

Access boundary: OpenLearn courses are free to study. This is separate from enrolling in a formal degree; recognition varies by course.

Original business practice: Compare management explanations and write a bounded application to an Indian SME.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-05, global-brief-07, global-brief-17, global-brief-18

Saylor — Free self-paced course catalogue

Open official learning

Topics: Business; programming; mathematics

Before starting: Inspect a course outline and assessments before selecting a sequence.

Access boundary: Catalogue courses are free to learn. Credit arrangements and proctored services have separate conditions; do not infer automatic transfer credit.

Original business practice: Choose a business or computing course and map its outcomes to a personal study plan.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-02, global-brief-06

Hugging Face — LLM course

Open official learning

Topics: AI; NLP; programming

Before starting: Python and introductory ML help; inspect the course requirements before advanced chapters.

Access boundary: The course introduction states the learning is free. Hosted model inference, hardware and other platform services have separate limits and pricing.

Original business practice: Evaluate a text-classification task with synthetic cases and an explicit error-cost table.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-16

fast.ai — Practical Deep Learning for Coders

Open official learning

Topics: AI; data; programming

Before starting: Some coding experience is expected; course support covers required mathematical ideas.

Access boundary: Course learning is free. Notebook hosting availability and quotas must be checked independently; no perpetual compute allowance is promised.

Original business practice: Define a business prediction problem, baseline and held-out evaluation before training.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-08, global-brief-16

freeCodeCamp — Interactive programming curriculum

Open official learning

Topics: Web; programming; data

Before starting: Begin with the current foundational curriculum and inspect its project requirements.

Access boundary: Free learning is described in official material. The curriculum page rendered little text in retrieval; individual current modules were not audited.

Original business practice: Build an accessible business enquiry form and validate inputs with synthetic examples.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-09

The Odin Project — Full-stack development curriculum

Open official learning

Topics: Web; programming; systems

Before starting: Start with Foundations and prepare a local development environment.

Access boundary: The official site describes a free full-stack curriculum. External hosting and services are separate.

Original business practice: Build a small stock or order application and explain validation and version control.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-11

Databricks — Training and fundamentals

Open official learning

Topics: Data; AI; engineering

Before starting: Start with fundamentals; SQL and Python help for more advanced data engineering.

Access boundary: Selected fundamentals and listed training are marked free. Account eligibility, platform use and certifications must be checked separately.

Original business practice: Trace ingestion, transformation, quality checks and a business report in a synthetic pipeline.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-14, global-brief-15

Snowflake — Free on-demand workshops

Open official learning

Topics: Data; engineering; cloud

Before starting: Start with data warehousing and SQL basics; inspect workshop setup.

Access boundary: The catalogue has a Free OnDemand area and free badge workshops. Trial accounts, consumption and other offerings have separate terms.

Original business practice: Create a warehouse model with clearly defined sales measures and reconciliation checks.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-10, global-brief-15

UiPath — Academy automation learning

Open official learning

Topics: Business; automation; AI

Before starting: Study the process and exceptions before automating it; choose a beginner learning plan.

Access boundary: Official Academy FAQ describes courses and learning plans as free. Software licensing, certification exams and services are separate.

Original business practice: Map a repetitive invoice task, exception owner, retry rule and human approval boundary.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-04

Tableau — Free training videos

Open official learning

Topics: Data; visualisation; business

Before starting: Know basic tables and metrics; use synthetic data in public learning environments.

Access boundary: This is the official free training-video area. Tableau product licences and certifications are separate; do not publish confidential data to a public portfolio.

Original business practice: Build a chart with explicit units, denominator, period and a justified baseline.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-14

SWAYAM — Indian open-course platform

Open official learning

Topics: Business; programming; data; research

Before starting: Inspect the individual syllabus, dates, prerequisites and assessment schedule.

Access boundary: Learning is free; certification generally requires a paid proctored exam and course-specific eligibility.

Original business practice: Map a selected course unit to a chapter, exercise and revision question in the library.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-18

NPTEL — Engineering and management courses

Open official learning

Topics: Programming; engineering; data; business

Before starting: Inspect an individual offering or archive and distinguish current enrolment from archived videos.

Access boundary: Enrolment and learning are free; optional certification exams have fees. Current course-specific terms take precedence.

Original business practice: Choose a computing or management topic and produce a concept–framework–example study record.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-18

University of Helsinki — Open online courses

Open official learning

Topics: Programming; AI; data

Before starting: Inspect each course’s language, version, prerequisites and available learning environment.

Access boundary: University policy states MOOC participation is free. Formal credit registration can have separate conditions and fees depending on course.

Original business practice: Study a programming sequence and produce a tested synthetic business calculation.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-09

University of Helsinki — Elements of AI

Open official learning

Topics: AI; business; responsible technology

Before starting: Beginner conceptual route; inspect the selected course version and language.

Access boundary: Official course indexing describes free course access. Certificate terms differ across related courses; no universal free certificate claim is made.

Original business practice: Write an AI opportunity brief that distinguishes automation, prediction and human judgement.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-17

Linux Foundation — Free open-source learning resources

Open official learning

Topics: Cloud; systems; programming; security

Before starting: Filter for an introductory free course or webinar; inspect technical prerequisites.

Access boundary: The resources page describes a free collection of courses, videos and webinars. Other training subscriptions and certification exams are separate.

Original business practice: Explain deployment, service ownership and recovery for a synthetic business application.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-12

GitHub — Learn and Git/GitHub resources

Open official learning

Topics: Programming; collaboration; systems

Before starting: Start with version-control foundations; a GitHub account may be needed for exercises.

Access boundary: Official GitHub documentation links free GitHub-authored learning paths. Copilot, compute quotas and certification products have separate terms.

Original business practice: Use commits and review to document a calculation change and preserve an earlier version.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-01, global-brief-11

MDN — Web development learning

Open official learning

Topics: Web; programming; accessibility

Before starting: Use getting-started modules before core HTML, CSS and JavaScript.

Access boundary: Public learning documentation is readable without payment. Linked third-party courses may mix free and paid components.

Original business practice: Create a keyboard-accessible enquiry page with understandable error messages.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-11

Harvard CS50 — CS50x public course

Open official learning

Topics: Programming; algorithms; data

Before starting: Introductory computing route; allow time for problem sets and projects.

Access boundary: Public course materials are available. A free CS50 certificate has stated completion requirements; an edX verified certificate is a separate offering.

Original business practice: Explain an algorithm, implement a small synthetic business task and test its boundaries.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-09

MIT — OpenCourseWare

Open official learning

Topics: Business; programming; data; research

Before starting: Choose one archived course and inspect its syllabus and prerequisites.

Access boundary: OCW is a free public collection. Required textbooks, linked tools and every assignment environment are not necessarily free; no degree credit is granted by browsing.

Original business practice: Compare a selected syllabus with a personal route and record missing practical or theoretical coverage.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-05, global-brief-07

Khan Academy — Economics and finance foundations

Open official learning

Topics: Business; economics; mathematics

Before starting: Start with basic economics and arithmetic; some content uses US examples.

Access boundary: Khan Academy learning is free. The destination rendered little text in retrieval; current individual units were not fully reviewed.

Original business practice: Explain opportunity cost, elasticity or a financial statement using an invented local-business example.

Review scope: Selected official overview, catalogue, access policy or indexed course introduction; not every module, lab, certificate or linked service reviewed

Official access evidence

Related library readings: global-brief-02, global-brief-08

Turn a resource into study

Choose one question, read or watch, reconstruct the idea without looking, apply it to synthetic business data, compare alternatives and record a limitation. Return later for retrieval practice. Do not confuse familiarity, a badge and the ability to solve a new problem.

Review gaps and next searches

Directories and access terms are manually reviewed snapshots. A free lesson does not imply free cloud consumption, unlimited hardware, software licensing, examination credit or every linked credential.