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Data Discovery
&
Distributed Learning
@ 🌍 Scale

Learn From Data 📓

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Getting Started
🔰 Learning Path Template

Computer Science

101
Data Structures
Algorithms
Programming Languages
Design Patterns
Concurrency
Web Design
Web Development
Mobile Development

Math, Statistics, Probability

Calculus
Discrete Math
Linear Algebra
Statistics & Probability

Database Systems

101
Relational Databases
NoSQL
Distributed Computing
Geographical Information Systems
Big Data
Blockchain
System Design

Data Architecture

101
Data Storage
Data Modeling
Database Design
Data Mesh
Data Integration and Inter-operability: ETL, ELT
Metadata

Data Management

101
Database Management System
Data Warehouse
Data Lake, Lakehouse, & Swamp
Business Intelligence
Master Data Management
Data Governance
Data Quality

Data Privacy & Security

Data Security
Identity & Access Management
Encryption
Data Privacy and Law

Data Engineering

101
APIs
AIOps
DataOps
DevOps
MLOps
NoOps
Other Ops

Cloud Computing

101
Cloud Engineering
Infrastructure
Amazon Web Services (AWS)
Google Cloud
Microsoft Azure
IBM Cloud
Streaming Data

Data Sets

101
Entertainment
Finance
Geographic Data and Information
Government
Health Care
Life Sciences
Sports

Data Analysis, Mining, Science

101
Data Analysis
Data Mining
Data Science
Time Series Analysis
Date & Time Wrangling
Geospatial Analysis
Data Bias, Diversity, Equity, Ethics, Social Impact
Data Science Life Cycle
Data Sourcing, Connectors, APIs (JSON, GraphQL)
Data Cleaning, Munging, Wrangling, Janitor
Exploratory Data Analysis
Data Visualizations

Machine Learning

101
Supervised Learning
Unsupervised Learning
Reinforcement Learning

Deep Learning

101
Natural Language Processing (NLP)
Speech Recognition
Computer Vision
Visual Art Processing
Recommendation Systems
Anomaly Detection

Quantum Computing

101

Missing Manual

101
Clean Code & Architecture, Style Guide
Command Line, Shell Scripting, Terminal
Input/Output: Files, Folders
Integrated Development Environment (IDE)
Source / Version Control, GitHub
Environment: Virtual, Variables, Files
Error Handling, Debugging
Observability: Logging, Metrics, Monitoring
Software Testing: Unit, Regression, Integration
Libraries, Modules, Packages
Computer Performance: Optimization, Caching, Timing
Software License

Automation

Execute Files: Cron, Windows Task Scheduler
Send Email

Conferences

Cloud Conferences
Data Conferences
Developer Conferences
Security Conferences

Careers

Data Roles
Interview Prep

Challenges & Competitions

Hackathons
Kaggle
LeetCode

.md

Finance

Finance#

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