Data Science

The Cloud Computing Training & Internship program is designed to provide hands-on experience in deploying, managing, and securing cloud-based applications. Participants will gain expertise in leading cloud platforms like AWS, Google Cloud, and Microsoft Azure, focusing on real-world use cases.

Private Course

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Responsible	Cipheren Technology
Last Update	01/02/2025
Members	3

Course
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Training & Internship

Module 1: Foundations of Data Science

7Lessons ·
- Week 1: Introduction to Data Science and Python Basics
- Introduction to Data Science
- Python Programming Essentials
- Week 2: Exploratory Data Analysis (EDA)
- Descriptive Statistics
- Data Visualization
- Quiz 1
  
  10 xp
Module 2: Statistical Analysis and Basic Machine Learning

7Lessons ·
- Week 3: Statistical Analysis
- Probability and Distributions
- Hypothesis Testing
- Week 4: Introduction to Machine Learning
- Supervised Learning
- Data Preparation and Model Training
- Quiz 2
  
  10 xp
Module 3: Advanced Machine Learning Techniques

7Lessons ·
- Week 5: Feature Engineering and Model Optimization
- Feature Engineering
- Model Optimization
- Week 6: Unsupervised Learning and Dimensionality Reduction
- Unsupervised Learning
- Dimensionality Reduction
- Quiz 3
  
  10 xp
Module 4: Data Science in Production

7Lessons ·
- Week 7: Deploying Machine Learning Models
- Introduction to Model Deployment
- Building APIs for Model Deployment
- Week 8: Project Planning and Collaboration
- Agile Methodology for Data Science
- Collaborative Tools
- Quiz 4
  
  10 xp
Module 5: Capstone Project Development and Finalization

7Lessons ·
- Week 9: Project Development and Testing
- End-to-End Project Development
- Testing and Debugging
- Week 10: Finalization and Presentation
- Finalizing the Project
- Project Presentation
- Quiz 5
  
  10 xp
Project

1Lessons ·
- Problem Statement