6 tracks
Topics
Choose a track and work through its tutorials.
7 articles
Machine Learning
Classical algorithms implemented from first principles: KNN, Random Forest, clustering, AutoML and hyper-parameter tuning.
6 articlesComputer Vision
OpenCV, YOLO and segmentation: detect, track and segment objects in images, video streams and on mobile.
3 articlesNatural Language Processing
Transformers in practice: BERT question answering, tweet classification and text generation with GPT-2.
2 articlesDeep Learning
Neural networks with TensorFlow and Keras: audio classification and data augmentation for image models.
3 articlesGraph Analytics
A three-part series on social network analysis and link prediction with NetworkX and Node2Vec.
1 articleData Science Careers
What the industry expects from a modern data scientist, and the skills to add to your repertoire.