AI+ Data Practitioner™
- Ártól 200 000 Ft + Áfa
- Önálló online Azonnal kezdhető
- Időtartam 40 óra tananyag, önálló tempóban
- Nyelv angol
- Terület AI Data & Robotics
Áttekintés
Miről szól a képzés
A kurzus, a tananyag és a vizsga angol nyelvű. Az alábbi leírás az AI CERTs® eredeti szövege.
- Core Concepts Covered: Data Science foundations, Python, Statistics, and Data Wrangling
- Advanced Topics: Dive into Generative AI, Machine Learning, and Predictive Analytics
- Capstone Application: Solve real-world problems like employee attrition with AI
- Career Readiness: Develop skills for AI-driven data science roles with hands-on mentorship
Előfeltételek
Basic knowledge of computer science and statistics, data analysis, fundamental AI/ML concepts, Python and R.
Célcsoport
Kinek szól
Data Analysts & Scientists: Enhance data analysis capabilities using AI for predictive modeling and decision-making.
Business Intelligence Professionals: Leverage AI to uncover insights, trends, and opportunities in complex data sets.
IT Specialists & System Integrators: Implement AI-powered solutions to optimize data management and infrastructure.
Data Engineers: Design and develop AI-driven data pipelines and architectures for scalable solutions.
Students & New Graduates: Build valuable AI and data science skills to thrive in an increasingly data-driven world.
Az árban
Mit tartalmaz az ár
- Önálló tempójú online kurzus, a teljes tananyaggal
- A hivatalos AI CERTs® vizsga
- Digitális badge a sikeres vizsga után
Tananyag
Tematika
Course Overview
Course Introduction Preview
Module 1: Foundations of Data Science
1.1 Introduction to Data Science 1.2 Data Science Life Cycle 1.3 Applications of Data Science
Module 2: Foundations of Statistics
2.1 Basic Concepts of Statistics 2.2 Probability Theory 2.3 Statistical Inference
Module 3: Data Sources and Types
3.1 Types of Data 3.2 Data Sources 3.3 Data Storage Technologies
Module 4: Programming Skills for Data Science
4.1 Introduction to Python for Data Science 4.2 Introduction to R for Data Science
Module 5: Data Wrangling and Preprocessing
5.1 Data Imputation Techniques 5.2 Handling Outliers and Data Transformation
Module 6: Exploratory Data Analysis (EDA)
6.1 Introduction to EDA 6.2 Data Visualization
Module 7: Generative AI Tools for Deriving Insights
7.1 Introduction to Generative AI Tools 7.2 Applications of Generative AI
Module 8: Machine Learning
8.1 Introduction to Supervised Learning Algorithms 8.2 Introduction to Unsupervised Learning 8.3 Different Algorithms for Clustering 8.4 Association Rule Learning with Implementation
Module 9: Advance Machine Learning
9.1 Ensemble Learning Techniques 9.2 Dimensionality Reduction 9.3 Advanced Optimization Techniques
Module 10: Data-Driven Decision-Making
10.1 Introduction to Data-Driven Decision Making 10.2 Open Source Tools for Data-Driven Decision Making 10.3 Deriving Data-Driven Insights from Sales Dataset
Module 11: Data Storytelling
11.1 Understanding the Power of Data Storytelling 11.2 Identifying Use Cases and Business Relevance 11.3 Crafting Compelling Narratives 11.4 Visualizing Data for Impact
Module 12: Capstone Project - Employee Attrition Prediction
12.1 Project Introduction and Problem Statement 12.2 Data Collection and Preparation 12.3 Data Analysis and Modeling 12.4 Data Storytelling and Presentation
Optional Module: AI Agents for Data Analysis
1. Understanding AI Agents 2. Case Studies 3. Hands-On Practice with AI Agents
Vizsga
A vizsgáról
- 50 Kérdés
- 90 perc Időkeret
- 70% Ponthatár
- Online proctored exam
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