{"repo":"cybergeekgyan/Zero-to-AI-Engineer-Roadmap-and-Resources","free":true,"listed":false,"github":"https://github.com/cybergeekgyan/Zero-to-AI-Engineer-Roadmap-and-Resources","clone":"git clone https://github.com/cybergeekgyan/Zero-to-AI-Engineer-Roadmap-and-Resources.git","description":"A comprehensive roadmap and curated resources for aspiring AI Engineers, covering foundational knowledge, core AI concepts, practical experience, projects and how to prepare for these roles.","language":null,"stars":62,"topics":["ai-engineer","data-engineering","data-science","deep-learning","foundational-maths","machine-learning","python","research-scientist"],"license":null,"category":"machine-learning","readme_excerpt":"Zero-to-AI-Engineer-Roadmap-and-Resources A comprehensive roadmap and curated resources for aspiring AI Engineers, covering foundational knowledge, core AI concepts, practical experience, projects and how to prepare for these roles. Table of Contents 🧰 Foundational Knowledge - Linear Algebra - Calculus - Probability Theory - Statistics - Decision Theory - Optimization Theory - Information Theory 💻 Computer Science Fundamentals - Linux, Bash - Programming Languages - Python - R - C/C++ - Matlab - optional - Data Structures and Algorithms - Object Oriented Programming Concepts(OOPS) - SQL and Databases(DBMS) - Computer Networks - Operating Systems - Computer Architecture - Compilers - optional 🔥 Data Concepts - Data Analysis, Manipulation and Cleaning - Data Cleaning Techniques ( Handling Missing Values, Outlier Detection ) - Automated EDA Tools - SweetViz - ydata-profiling - DataPrep - AutoViz - D-Tale - dabl - QuickDA - Lux - Data Preprocessing (Normalization, Standardization) - Feature Engineering - Data Visualization - Data Visualization Libraries (Matplotlib, Seaborn, plotly, ggplot2) - Dashboarding Tools (Tableau, Power BI) - Open-Source Tools: Apache Superset, Redash - Data Engineering - Fundamentals of Data Engineering - ETL (Extract, Transform, Load) Processes - ELT (Extract, Load, Transform) Processes - Data Warehousing Concepts - Batch Processing - Spark/PySpark - Data Pipelines and Workflow Management - Apache Airflow - Deploying Data Pipelines in Production - Re","default_branch":null,"files":null,"tree":[],"storefront":"/r/cybergeekgyan","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/cybergeekgyan/Zero-to-AI-Engineer-Roadmap-and-Resources/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}