12-Week Data Analytics & AI Roadmap
Follow this roadmap to master data analytics, machine learning, and AI to transition into a high-demand career.
Week-by-Week Roadmap
Week 1-3: Data Collection, Cleaning, and Exploration
- Collect data from Kaggle or UCI
- Clean and preprocess data with Python, Pandas, SQL
- Visualize the data with Matplotlib and Seaborn
Progress: 0/3 tasks completed
Week 4-6: Machine Learning Development
- Implement supervised learning models
- Train models and evaluate using accuracy, recall
- Fine-tune models for optimal performance
Progress: 0/3 tasks completed
Week 7-9: Deep Learning, NLP, and Automation
- Learn Deep Learning frameworks (TensorFlow, Keras)
- Implement NLP for sentiment analysis (spaCy, NLTK)
- Automate data pipelines and model deployment
Progress: 0/3 tasks completed
Week 10-12: Job Search, Networking, Resume, LinkedIn, and Interview Prep
- Update LinkedIn profile and resume
- Apply for jobs and network with industry leaders
- Prepare for interviews and mock sessions
Progress: 0/3 tasks completed
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