Explore Certification

Machine Learning(4 Levels)

Build real-world machine learning expertise

Machine Learning Fundamentals

Comprehensive Machine Learning Fundamentals (with Python) certification program covering core algorithms, data preparation, predictive modeling, model validation, performance optimization, and real-world machine learning applications.

5 Modules•25 Lessons•100 XP

Machine Learning Essentials

Build a professional machine learning workflow in Python: prepare data with pipelines, compare classification models, evaluate and tune them properly, find patterns with clustering, and predict customer churn.

5 Modules•25 Lessons•200 XP

Machine Learning with Neural Networks

Learn deep learning with Keras in a practical, visual way. Build neural networks, train them well, classify images with CNNs and transfer learning, work with text, and finish with a plant image classifier.

5 Modules•25 Lessons•300 XP

Machine Learning in Production

Take machine learning into the real world: structure and test ML code, serve models with FastAPI and Docker, deploy to the cloud, monitor and explain them, build LLM apps with RAG, and ship a capstone.

5 Modules•23 Lessons•400 XP

AI Engineering(4 Levels)

Learn to design, build, and deploy AI systems

AI Engineering Fundamentals

Start building with language models: understand tokens and costs, design and test prompts, get validated JSON output, handle errors and safety risks, and finish with a guided document assistant project.

5 Modules•23 Lessons•100 XP

Retrieval-Augmented AI Engineering

Build question answering over your own documents: embeddings, vector search, chunking, hybrid retrieval, reranking, grounded answers with citations, evaluation, and a guided knowledge chatbot project.

5 Modules•22 Lessons•100 XP

Agentic AI Engineering

Build agents that use tools safely: function calling, the agent loop, planning and memory, guardrails and human approval, testing with scenarios, real systems, and a guided task automation agent project.

5 Modules•23 Lessons•200 XP

Production AI Engineering

Run AI applications in production: build evaluation suites, control cost and latency, trace and monitor, defend against injection and data leaks, choose between prompting, RAG and fine-tuning, and ship a monitored app.

5 Modules•23 Lessons•200 XP

Data Analysis(4 Levels)

Build skills to analyze real-world data

Data Analysis Fundamentals

Learn to answer business questions with data: measurable questions, pandas, cleaning with checks, descriptive statistics, clear charts, fair comparisons, and a guided sales performance report project.

5 Modules•23 Lessons•100 XP

SQL Data Analysis

Answer business questions directly in the database: querying, aggregation, joins without duplicated rows, CTEs, window functions, cohorts and funnels, and a guided customer and revenue analysis project.

5 Modules•22 Lessons•200 XP

Statistical Data Analysis

Decide with data and know how sure you are: distributions and outliers, sampling, confidence intervals, hypothesis tests, A/B testing, power, multiple comparisons, regression, forecasts and a guided pricing experiment project.

5 Modules•23 Lessons•300 XP

Data Visualization and Reporting

Turn analysis into decisions: how people read charts, color and accessibility, honest charts in Python, KPIs and dashboards, executive summaries, uncertainty, presentations and a guided executive dashboard project.

5 Modules•22 Lessons•400 XP

More Courses

Applied AI Literacy

Earn the Applied AI Literacy certification and demonstrate expertise in AI fundamentals, generative AI, prompt design, responsible AI use, critical evaluation, AI productivity, and practical workplace AI skills.

5 Modules•28 Lessons•50 XP

Agentic AI Foundation

Earn the Agentic AI Foundation certification and establish a strong foundation in AI agents, reasoning systems, tool use, memory, planning, and the essential concepts driving the next generation of intelligent applications.

5 Modules•19 Lessons•50 XP

Professional Claude Code Engineering

Professional Claude Code Engineering certification program, including workflow automation, hooks, MCP integrations, custom commands, subagent orchestration, security, observability, and AI-assisted development practices.

4 Modules•12 Lessons•50 XP

Business Intelligence Foundations

Business Intelligence Foundations certification validating skills in data analysis, KPI development, dashboard creation, data visualization, reporting, and the use of insights to support strategic decision-making and business performance.