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GO is one of the greatest strategic mind games ever developed. This page provides practical exposure and structured guidance for learning and practicing the game of GO. Designed by, Dr. M Kanagasabapathy . Origin Originated in China over 2500 years ago. Known as Weiqi (China), Baduk (Korea), and Igo (Japan). Significance of GO (Compared with Chess) State-space complexity: GO ≈ 10 170 possible board configurations | Chess ≈ 10 47 . Game-tree complexity: GO ≈ 10 360 possible move sequences | Chess ≈ 10 120 . Average branching factor: GO ≈ 200–300 moves per turn | Chess ≈ 30–40. GO emphasizes global influence, connectivity, and emergent patterns, while Chess focuses more on tactical calculation and piece coordination. GO presents one of the largest combinatorial search spaces among classical board games. Strategic & Cognitive Benefits Develops long-term strategic planning. Enhances spatial reasoning and pattern recognition. Trains ...

Machine Learning – Types with Simple Numerical Examples Machine Learning – Types with Simple Numerical Examples 📘 1) Supervised Learning Meaning: Learn from labeled examples (inputs X with correct outputs y). Example: House price: Size (sq.ft) -> Price (lakhs). Train on (1000->50), (1500->75), (2000->100). Learned rule ~ Price = 0.05 * Size. Predict 1800 -> 90 lakhs. Has labels Prediction 🍎 1a) Classification (Supervised) Meaning: Predict a class label. Example: Fruit by weight (g). Bananas: 100,110,120. Apples: 150,160,170. New fruit 140. Means: Banana=110, Apple=160. Distances: |140-110|=30, |140-160|=20. Predict Apple (closer to 160). Yes/No or Category 📈 1b) Regression (Su...

Understanding the musical note is not a complex one. Any basic unit of musical tone or a single musical note consist of a frequency and time duration. Frequency is expressed in Hertz (Hz) and Duration is expressed in milliseconds(ms).     Enter the number for frequency and duration... Create any musical tone, just from numbers .   Features of MUSIQ 1. Create any tones with just numbers.   2. Frequency & Duration data, can be uploaded from.csv file.   3. Frequency $ Duration data can be saved as .csv file.   4. Musical tones can be saved as .wav format.   5 . Sample of notes given in .csv format. Sample musical notes as .csv file Twinkle Twinkle Little Star Happy Birthday to You Mary had a little Lamb Piano notes from C4 to B6   First basics of Note, Scale & Chord What is a Note? A note is a sound with a specific...

Checklist for Indian Stock Options Traders M Kanagasabapathy   According to SEBI , a bout 89% of individual F&O, options traders lost, with average loss of ₹1.1 lakh. SEBI's updated report shows 93% of individual traders incurred losses.   General risk management, for minimizing the loses 1. Never risk more than 1.5 % of trading capital. For 1,00,000, maximum risk is 15,000.   2. Hedging the position reduces risk of sudden events - Selling a Call option at deep OTM and buying at ATM.   3. Physical delivery risk (critical for stock options)- Since stock options in India are physically settled, avoid holding at ITM on expiry.   4. Always place, correct stop-loss.   5. Never average a losing options, instead take hedging.   6. Book partial profits intermittently.   7. Check Liquidity and volume.   8. Check News and Events.   9. Brokerage cost is significant, eat s...