From data generation to a live Book Recommendation Engine. Spent 4 days mastering the full AI product lifecycle.
Day 44–47/150:
Synthetic Data Generation
Cosine Similarity Logic
Feature Vectorization
Streamlit Web App
103 days to go.
#Python#ML#150DaysOfCode
Raw text is messy; math is precise. Doubling up to build a complete YouTube Comment Classifier using NLP and TF-IDF.
Day 42 & 43/150:
TfidfVectorizer Logic
YouTube Dataset Cleaning
Model Training & Evaluation
End-to-End Inference
107 days to go.
#Python#ML#150DaysOfCode
Machine Learning starts with a straight line. Predicting salaries by mastering Simple Linear Regression.
Day 41/150:
• Linear Regression Model
• Train-Test Splitting
• MSE & R-squared Evaluation
• Regression Visualization
109 days to go.
#Python#ML#150DaysOfCode
Don't wait for the perfect dataset—build it. Using NumPy and Pandas to generate high-fidelity synthetic data for testing.
Day 40/150:
• NumPy Simulations
• Pandas DataFrames
• Feature Correlation
• Jupyter Setup
110 days to go.
#Python#DataScience#150DaysOfCode
🚀 Day 2 of #LeetCodeTop150!
Solved 27. Remove Element ✅
Used the two-pointer approach for in-place array modification—efficient & clean!
📌 Key takeaway: Small optimizations make code faster & interview-ready 💪
#150DaysOfCode #DSA #LeetCode #CodingChallenkZq
If you aren't monitoring your infrastructure, you're waiting for it to fail. Building a production-ready system health dashboard today.
Day 39/150:
System Telemetry
Real-time CPU/RAM Tracking
Threshold Alerting
Health Logging
111 days to go.
#Python#DevOps#150DaysOfCode
Stop polling; start listening. If your script waits for a timer, it's late. Use Watchdog to trigger code the millisecond an event happens.
Day 38/150:
File System Watchdog
Event-Driven Logic
Background Observers
Real-time Automation
112 days to go.
#Python#150DaysOfCode
Manual photo sorting is a thing of the past. If your code can read EXIF data, it can organize your entire trip gallery in seconds.
Day 37/150:
• Photo Organizer
• EXIF Metadata
• Temporal Logic
• Batch Handling
113 days to go.
#Python#Automation#150DaysOfCode
A cluttered Downloads folder is a productivity killer. Why clean it manually when 20 lines of Python can do it for you?
Day 36/150:
• Custom File Organizer
• Pathlib System
• Auto-Classification
• Shutil File Operations
114 days to go.
#Python#Automation#150DaysOfCode
If your PDF parser is slow, your AI pipeline is broken. PyMuPDF is the gold standard for speed and LangChain compatibility.
Day 35/150:
• PyMuPDF (fitz) Parsing
• LangChain Integration
• Document Metadata
• RAG Prep
115 days to go.
#Python#AI#150DaysOfCode
CSV files are for spreadsheets; SQL is for applications. If your data needs to be searchable and structured, it belongs in a database.
Day 34/150:
• SQLite Integration
• Schema Design
• CRUD Operations
• SQL Search Logic
116 days to go.
#Python#SQL#150DaysOfCode
Stop manual triggers. If your script doesn't run itself, it's just a tool—not an automation.
Day 33/150:
• Hourly Task Scheduler
• Background Execution
• Logic Logging
• Loop Management
117 days to go.
#Python#Automation#150DaysOfCode