Q1 2026 Goals
AI/PM Upskilling Portfolio - Machine Learning Journey
7
Day Streak
80
Points
30 min
Daily
38%
Complete
Progress Overview
January: ML Foundations
38% February: Hands-On ML
0% March: Integration & Deployment
0% Weekly Learning Plan
January - ML Foundations
(Course 1: Supervised ML)
Week 1 Jan 1-5
Introduction to Machine Learning
30 min/day
2.5 hrs total
+35 pts
Modules: Videos 1-10, Quiz 1
What is ML? Supervised vs Unsupervised Regression Model
Week 2 Jan 6-12
Linear Regression Deep Dive
30 min/day
3.5 hrs total
Modules: Videos 11-20, Labs 1-3
Cost Function Gradient Descent Multiple Features
Week 3 Jan 13-19
Feature Engineering & Practice
30 min/day
3.5 hrs total
Modules: Labs 4-5, Assignment 1
Feature Scaling Learning Rate Polynomial Regression
Week 4 Jan 20-26
Classification & Logistic Regression
30 min/day
3.5 hrs total
Modules: Week 3 Videos, Labs 1-3
Binary Classification Sigmoid Function Decision Boundary
Week 5 Jan 27 - Feb 2
Course 1 Completion
30 min/day
3.5 hrs total
Modules: Final Labs, Assignment 2
Overfitting Regularization Course Review
Deliverables:
Course 1 CertificateWeekly NotesEnvironment Setup
February - Hands-On ML
(Applied ML Projects) Week 6 Feb 3-9
Cost Overrun Regression
30 min/day
3.5 hrs total
Modules: Notebook 1
Data Loading EDA Linear Regression
Week 7 Feb 10-16
Risk Classification
30 min/day
3.5 hrs total
Modules: Notebook 2
Logistic Regression Multi-class Metrics
Week 8 Feb 17-23
Performance Clustering
30 min/day
3.5 hrs total
Modules: Notebook 3
K-Means Elbow Method Silhouette
Week 9 Feb 24 - Mar 2
Ensemble Comparison
30 min/day
3.5 hrs total
Modules: Notebook 4
Random Forest Gradient Boosting Comparison
Deliverables:
4 Completed NotebooksTrained Models (.pkl)Visualizations
March - Integration & Deployment
(Productization) Week 10 Mar 3-9
Flask App Development
30 min/day
3.5 hrs total
Modules: App Setup
Routes Templates Model Integration
Week 11 Mar 10-16
UI & Testing
30 min/day
3.5 hrs total
Modules: Frontend + Tests
Bootstrap UI Validation Error Handling
Week 12 Mar 17-23
Deployment
30 min/day
3.5 hrs total
Modules: Render.com
Environment Production Build Domain
Week 13 Mar 24-31
Polish & Showcase
30 min/day
4 hrs total
Modules: Final Touches
Video Demo Portfolio Documentation
Deliverables:
Live Web AppVideo DemoUpdated Portfolio
Achievements
🎓
Foundation Builder
Complete January
📊
First Model
Train first ML model
🎯
Accuracy Ace
Achieve >80% accuracy
🧩
Cluster Commander
Complete clustering
🌳
Ensemble Expert
Compare 3+ models
🚀
Shipper
Deploy Flask app
🔥
Week Warrior
7-day streak
🏆
Quarter Champion
Complete all Q1 goals