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Machine Learning - Projects (Supervised Learning, Unsupervised, Deep Learning, NLP)

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Machine Learning - Projects

Not my images ;) (no copyrights)

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inbox_221701_d684dec3640d341cba5bbecf5b14cf20_machine_learning_roadmap

1_rbaxTrB_CZCqbty_zv2bEg (1)

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0. Python ML libraries

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0.1 NumPy

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0.2 SciPy

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0.3 Pandas

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1. Data preprocessing

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1.1 Data splitting

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1.2 Feature scaling

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1.3 Replacing missing values (averaging, deleting)

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1.4 One hot encoding (categorical data)

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1.5 Label Encoding

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2. Supervised Learning

2.1 Regression

1_0V_GsMAi2zN0OcNi7hm-vw types-of-regression 6590 1605363659 image

2.2 Classification

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3. Unsupervised Learning

3.1 Clustering

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3.2 Dimension Reduction

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3.3 Association Rules

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4. Reinforcement Learning

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5. Deep Learning (DL)

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6. Natural Language Processing (NLP)

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7. Model selection

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8. Hyperparameter tuning (optimization)

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