NLP starter

NLP starter

ABOUT

NLP Starter is a collection of fast fundamental NLP practice sets in Python that I designed and created. There’s a total of 3 NLP problems in this project.

It aims to help someone get started fast and gain a high-level understanding of the fundamental steps in the NLP lifecycle early on.

After completion, someone will have built intuition over the NLP lifecycle.

DOMAINS

Sarcasm detection in news headlines, Amazon product reviews, Google app reviews

TOOLS

Python, TensorFlow, Keras, Pandas, NumPy

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Deep learning starter

Deep learning starter

ABOUT

Deep Learning Starter is a collection of fast fundamental deep learning practice sets in Python that I designed and created. There’s a total of 6 classification problems in this project.

It aims to help someone get started fast and gain a high-level understanding of the fundamental steps in the deep learning lifecycle early on.

After completion, someone will have built intuition over the deep learning lifecycle.

DOMAINS / APPLICATIONS

Sign language recognition, handwritten digit recognition

TOOLS

Python, TensorFlow, Keras, Pandas, NumPy

Techniques

ANN, DNN, CNN

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Machine learning starter

Machine learning starter

ABOUT

Machine Learning Starter is a collection of fast fundamental machine learning practice sets in Python that I designed and created. There’s a total of 18 regression, classification, and clustering problems in this project.

It aims to help someone get started fast and gain a high-level understanding of the fundamental steps in the machine learning lifecycle early on.

After completion, someone will have built intuition over the machine learning lifecycle.

DOMAINS / APPLICATIONS

Price prediction, fraud detection, patient classification, customer segmentation

TOOLS

Python, sci-kit learn, NumPy, Seaborn

TECHNIQUES

Linear regression, KNN, decision tree classifier, SVM, random forest, K-means

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