Certifications/ Badges
Certifications/ Badges
Machine Learning:
Supervised Learning
Feature Engineering
Model Evaluation
Cross Validation
Error Analysis
Hyperparameter Tuning
Data Processing & Analysis:
Data Cleaning
Data Handling
Encoding & Scaling
EDA
Data Pipelines
Programming & Libraries:
Python
Numpy
Pandas
scikit-learn
Matplotlib/Seaborn
Jupyter Notebook
ML-MLOps Practices:
End-to-End ML Pipelines
Experiment Tracking
Reproducibility
Git Version Control
Debugging ML Workflows
Cloud & Compute Platforms:
Google Cloud
AWS
Azure ML Studio
Data Tools & Storage:
PostgreSQL
CSV/JSON Handling
API Data Ingestion
Software Development:
Code Reviews
Technical Documentation
Agile Collaboration
Issue Tracking
GitHub/JIRA-style