Plan du cours
Introduction to AWS Cloud9 for Data Science
- Overview of AWS Cloud9 features for data science
- Setting up a data science environment in AWS Cloud9
- Configuring Cloud9 for Python, R, and Jupyter Notebook
Data Ingestion and Preparation
- Importing and cleaning data from various sources
- Using AWS S3 for data storage and access
- Preprocessing data for analysis and modeling
Data Analysis in AWS Cloud9
- Exploratory data analysis using Python and R
- Working with Pandas, NumPy, and data visualization libraries
- Statistical analysis and hypothesis testing in Cloud9
Machine Learning Model Development
- Building machine learning models using Scikit-learn and TensorFlow
- Training and evaluating models in AWS Cloud9
- Using SageMaker with Cloud9 for large-scale model development
Database Integration and Management
- Integrating AWS RDS and Redshift with AWS Cloud9
- Querying large datasets using SQL and Python
- Handling big data with AWS services
Model Deployment and Optimization
- Deploying machine learning models using AWS Lambda
- Using AWS CloudFormation to automate deployment
- Optimizing data pipelines for performance and cost-efficiency
Collaborative Development and Security
- Collaborating on data science projects in Cloud9
- Using Git for version control and project management
- Security best practices for data and models in AWS Cloud9
Summary and Next Steps
Pré requis
- Compréhension de base des concepts de science des données
- Maîtrise du langage de programmation Python
- Expérience avec les environnements cloud et les services AWS
Audience
- Data scientists
- Analystes de données
- Ingénieurs en apprentissage automatique
Nos clients témoignent (2)
La convivialité tout en apprenant
Didier Matagne - Agence du Numerique
Formation - AWS Lambda for Developers
Les exercices pratiques liés au contenu aident vraiment à mieux comprendre chaque sujet. De plus, le fait de commencer les cours par une leçon puis de continuer avec des exercices pratiques est une bonne méthode qui aide à relier le contenu de la leçon précédente.
Nazeera Mohamad - Ministry of Science, Technology and Innovation
Formation - Introduction to Data Science and AI using Python
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