Abhinv_SK
Abhinv_SK @abhinv_sk ·
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
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Abhinv_SK
Abhinv_SK @abhinv_sk ·
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
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Abhinv_SK
Abhinv_SK @abhinv_sk ·
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
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Abhinv_SK
Abhinv_SK @abhinv_sk ·
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
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Abhinv_SK
Abhinv_SK @abhinv_sk ·
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
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Abhinv_SK
Abhinv_SK @abhinv_sk ·
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
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Abhinv_SK
Abhinv_SK @abhinv_sk ·
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
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Abhinv_SK
Abhinv_SK @abhinv_sk ·
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
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Abhinv_SK
Abhinv_SK @abhinv_sk ·
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
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Abhinv_SK
Abhinv_SK @abhinv_sk ·
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
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Abhinv_SK
Abhinv_SK @abhinv_sk ·
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
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