We don’t provide code with this cookbook, but if you need to do a specific problem, one of the notebooks below might help.

Exploratory Data Analysis

• Data Exploration of House Prices Competition (Kaggle)
• EDA on Iris Dataset (Kaggle)
• Visualizing Geospatial Data (Kaggle)
• EDA on Titanic Dataset (Kaggle)
• Seaborn Tutorial (Kaggle)
• 50 Different Matplotlib Plots
• Intro to Plotly (interactive plots)

Feature Engineering

• Dimensionality Reduction (Kaggle)

Regression

• Linear regression on Ames Housing Dataset (Kaggle)
• EDA and Regression (Lasso and XGBoost)

Classification

• Classification with sklearn (SVC, Forests, KNN, NB, etc) (kaggle)
• Logistic Regression using Titanic Dataset (Kaggle)
• Decision Trees using Titanic Dataset (Kaggle)
• Random forest using Titanic Dataset (Kaggle)

Unsupervised Learning

• Clustering tutorial (and PCA) (kaggle)

Time Series Analysis

• Part 1 (statsmodels) and Part 2 (Facebook Prophet)
• Keras Time Series Examples

Tabular Data

• Keras structured data examples

Audio Data

• Keras audio examples

Pipelines

• Sklearn pipelines (kaggle)

Deep Learning

• Deep Learning for Beginners (Kaggle)
• A Recipe for Training Neural Networks (Andrej Karpathy Blog)

Computer Vision

---

Transfer Learning

• Transfer Learning for Computer Vision Tutorial (Pytorch)
• Transfer Learning and Fine-Tuning Tutorial (TensorFlow)

Pytorch

• MNIST classification + PyTorch Intro (kaggle)
• Awesome PyTorch List (CV)

Tensorflow

• Detecting covid-19 in x-rays (kaggle)
• MNIST classification (kaggle)

Keras

• Multiple Keras Computer Vision Use Examples
• MNIST image classification w/Keras (kaggle)
• Dog vs Cat classifier using CNNs (kaggle)

FastAI

• FastAI tutorial for image classification (kaggle)
• Image Augmentation with FastAI (kaggle)

Satellite Imagery

• FastAI ships in satellite imagery (kaggle)
• Keras ships in satellite imagery (kaggle)
• Exploring Imagery (sklearn)
• Polygons (sklearn)

Natural Language Processing

---

Scikit Learn

• IMDB using sklearn (kaggle)

Pytorch

• PyTorch text analysis (kaggle)
• PyTorch Text Tutorial
• Awesome Pytorch List

Tensorflow

• Realness of Tweets (also Keras) (kaggle)

Keras

• Multiple Keras NLP examples
• Sentiment Analysis Using LSTMs (Kaggle)
• Classifying toxic comments using LSTMs (Kaggle)

FastAI

• FastAI + Huggingface Transformers for Multi-Class Text
• FastAI with RoBERTa Transformer for Text classification

State of the Art Research Papers + Code:

• Papers with Code