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Confidence Interval (CI)
Computational Simulations
Monte Carlo Method
Regression
Supervised Learning
Linear Regression
Logistic Regression
Prediction
Bias & Variance
Classification Rate
Decision Trees
Boosting
Data Mining & Knowledge Acquisition
Synthetic Data Generation
Collaborative Filtering
Unsupervised Learning
K-Means Clustering
K-Nearest Neighbor
Hierarchical Clustering
Reinforcement Learning
Neural Networks
AutoML
Principal Component Analysis
Text Mining
Bayes Theorem
Text Classification
Stochastic Models
NLTK
No-code Statistical Analysis Tools
Text Corpus
ANOVA
Vocabulary Mapping
Chi² Test
Named Entity Recognition
Hypothesis Testing
Support Vector Machine
Continuos Distribution (Normal, Poisson, Gaussian)
Transformer Models
Correlation
Large Language Models
Histograms
Multimodal Model
Central Limit Theorem
Critical Thinking
Exploratory Data Analysis
Logic & Computational Thinking
Descriptive Statistics (Mean, Median, Range, Sd, Var)
Mathematics & Statistics fundamentals
Data Literacy
Spreadsheets (functions and operations)
Sampling
Data & Analytical Thinking
Data Structures (Tables, Frames and Series)
Handling with Information Silos
Variables Types (numerical, categorical, factor...)
Chart and Data Interpretation
Analytical tools and services vendor landscape
Probability Theory
Fundamentals of Business Technology and Innovation
Data-Driven Decision-Making
Business Question Mapping
Variables & Observations
Data-Driven Routines/Spaces
Data Analysis Life Cycle (Acquisition, Preparation & Visualization)
Data-Driven Policies
Self-Service Analytics
Data Governance Strategies
Matrices & Linear Algebra Fundamentals
Analytics As A Service Initiatives
Multidimensional Data Model
IT suporting analytics policies
Uncertainty and Disorder in data
Analytical Leadership Development
OLAP
Programing Logic
Multipurpose Programming Language (python, java, C++)
Data Tables
Functions & Expressions
Install Packages
Reading Data Files (.csv, .xls, .pdf...)
Reading Raw Data
Relational database maniplation (SQL)
Data Frames
Manipule Data Frames
Arrays & Vectors
Environment setup
Non-relational database manipulation (noSQL)
Object-Oriented Programming
Vector Database
Statistical Analysis Languages (R, SAS...)
Factors
DB (Graphos)
Constant and Linear Complexity
Hash Functions
Data Analysis
Data Integration
ETL Basics
Data Sources & Acquisition
Database Manipulation Basics
Data ingestion
Summary Of Data Formats
Data Storytelling
Normalization
Data Translation
Data Cleasing
Decision-Making process
Business Rules
Dimensionality & Numerosity Reduction
Project Management
Handling Missing Values
Strategic Managementm
Uni, Bi & Multivariate Data Visualization
Dataviz Coding (D3.js, ggpltot...)
Dataviz products types (functions and differences)
Comparison Charts
Geolocation Charts
Trend over time Charts
Data Communication
Dashboard/Report Design
Information Design Fundamentals
Decision Tree
Feature Extraction (Data Mining)
Denoising
Data Product Management
Data Strategy Roadmap
Building Analytical Teams
Data Privacy & Protection
Econometrics Principles
Data Pipeline Creation
Data Laws and Legislation
Problem Modeling
Data Pipeline Orquestration
Data Ethics
Data Discovery
Data Exploration
Database Management System
Sharding
Big Data Storage
Data Lake Management
Multicloud & Metacloud
Data Products Prototyping
Design of experiment (DOE)
Hypothesis Definition
Business Experimentation
Business Experimentation
Map Reduce Fundamentals
Big Data Processing
Data Collection
Distributed Data Processing
Big Data Resource Management
Data Replication Principles
Big Data Algorithms
CAP Theorem
Agentic AI
Augmented Analytics
Prompt engineering
ETL and ELT advanced concepts
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