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Choose Your Learning Path

Master in-demand technologies with our comprehensive learning paths

Data Analyst

For data analysis and business intelligence

8 technologies

Excel

Spreadsheet fundamentals for data entry and analysis

Beginner

Advanced Excel

Formulas, pivot tables and dashboards

Intermediate

SQL

Querying and managing relational databases

Beginner

Python

Programming for data manipulation and automation

Beginner

Pandas

Data frames and data cleaning in Python

Intermediate

NumPy

Numerical computing with arrays

Intermediate

Power BI

Interactive dashboards and reporting

Intermediate

Statistics

Descriptive statistics for business decisions

Intermediate

Data Scientist

For data science and machine learning

12 technologies

Python

Core language for data science

Beginner

Statistics

Statistical methods for inference

Intermediate

Probability

Foundations for modeling uncertainty

Intermediate

NumPy

Array computing for numerical data

Beginner

Pandas

Data manipulation and analysis

Intermediate

Matplotlib

Plotting and visualization

Intermediate

Seaborn

Statistical data visualization

Intermediate

SQL

Data extraction from databases

Beginner

EDA

Exploratory data analysis workflows

Intermediate

Machine Learning

Supervised and unsupervised algorithms

Advanced

Scikit-learn

Machine learning toolkit in Python

Advanced

Power BI

Dashboard reporting and sharing

Intermediate

Data Science + AI

Modern AI-focused data science

15 technologies

Python

Core language for AI development

Beginner

Statistics

Statistical foundations for modeling

Intermediate

Probability

Probability for model uncertainty

Intermediate

NumPy

Array computing fundamentals

Beginner

Pandas

Data manipulation and analysis

Intermediate

SQL

Querying data sources

Beginner

EDA

Exploratory data analysis

Intermediate

Data Visualization

Charts and dashboards for insights

Intermediate

Machine Learning

Core ML algorithms and workflows

Advanced

Scikit-learn

Classical ML toolkit

Advanced

Deep Learning

Neural networks and training

Advanced

TensorFlow

Deep learning framework

Advanced

NLP

Text processing and language models

Advanced

Generative AI

Generative models and applications

Advanced

LLM

Large language models and prompting

Advanced

Business Intelligence Developer

Business reporting and dashboard development

8 technologies

Excel

Spreadsheet foundations

Beginner

SQL

Querying and joining business data

Beginner

Power Query

Data transformation in Power BI

Intermediate

Power BI

Interactive dashboard development

Intermediate

DAX

Power BI formula language

Intermediate

Data Modeling

Star schemas and relationships

Intermediate

Tableau

Visual analytics platform

Intermediate

Business Intelligence

Reporting and KPI dashboards

Advanced

Data Engineer

Data pipelines and large-scale data processing

10 technologies

Python

Scripting for data pipelines

Beginner

SQL

Relational data querying

Beginner

Database

Database design and storage

Beginner

Git

Version control for data code

Beginner

Linux

Command-line and shell skills

Beginner

ETL

Extract-transform-load pipelines

Intermediate

Apache Spark

Distributed data processing

Advanced

Data Warehousing

Warehouse architecture and design

Intermediate

Airflow

Workflow orchestration

Advanced

Cloud

Cloud data platforms (AWS/GCP/Azure)

Intermediate

Machine Learning Engineer

Machine learning models and production systems

11 technologies

Python

Core language for ML engineering

Beginner

NumPy

Numerical computing

Beginner

Pandas

Data preparation

Intermediate

Statistics

Statistical foundations

Intermediate

Machine Learning

ML algorithms and evaluation

Advanced

Scikit-learn

Classical ML toolkit

Advanced

Deep Learning

Neural networks in production

Advanced

TensorFlow

Deep learning framework

Advanced

PyTorch

Deep learning framework

Advanced

MLOps

Model deployment and monitoring

Advanced

Cloud

Cloud ML platforms and services

Intermediate