Airbnb Price Prediction

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Statistics

1. Linear Regression  - RMSE Score - 0.4739
2. Deep Learning (Neural nets) - Implement this

Imdb Sentiment Analysis

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Statistics

1. CountVector - 84.02%
2. TfIDf - 85.79% 
3. Deep Learning (using Single-Label Binary Classification) - 88.3%

Cricket Commentary Ball Predictions

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Statistics

1. CountVector Written from Scratch - 62.45%
2. CountVector - 76.872%
3. TfIdf - 70.305%
4. Deep Learning (using Single-Label MultiClass Classification) - 83.041%

Deep Learning Examples

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1. Handwriting Recognition - 98.06%
2. IMDB Sentiment Analysis - 84.84%
3. MultiClass Classification (NewsWires) - 78.3%
4. Boston Price Prediction - Implemented but Results not recorded

Notes

1. Dataset specifics.
2. Algorithm Specific

• Classification
• Regression
• Clustering

3. Industry Applications

• NLP
• Churn Modelling
• Sales Forecasting

Links to Read:

• Data Science Interview Medium
• Machine Learning System Design