ML References

ML Foundations

• https://github.com/chiphuyen/machine-learning-systems-design

• https://jovian.ai/learn/data-structures-and-algorithms-in-python/lesson/lesson-1-binary-search-linked-lists-and-complexity

• https://madewithml.com/

• https://sebastianraschka.com/resources/ml-lectures-1.html#l11-model-evaluation-part-4----statistical-tests-and-algorithm-selection

• https://whimsical.com/CA7f3ykvXpnJ9Az32vYXva

• https://www.coursera.org/learn/machine-learning

• https://ds-path.netlify.app/sections/ml-path

Deep Learning

• https://fall2019.fullstackdeeplearning.com/

• https://d2l.ai/

• https://www.coursera.org/specializations/deep-learning

• https://www.deeplearningbook.org/

• https://course.fast.ai/

NLP

• https://lena-voita.github.io/nlp_course.html

• https://www.fast.ai/2019/07/08/fastai-nlp/

• http://web.stanford.edu/class/cs224n/index.html#coursework

AI

• https://www.deeplearningbook.org/

MLOps

• https://docs.cloudera.com/machine-learning/1.1/product/topics/ml-challenges-in-prod.html

• https://databricks.com/blog/2019/09/18/productionizing-machine-learning-from-deployment-to-drift-detection.html

• https://www.fullstackpython.com/

• MLOPs tutorial by DVC and CML

• https://mlflow.org/

• https://www.kubeflow.org/

• ebook: Building ML powered applications

• ebook: introducing MLOps

• ebook: Machine Learning Design Patterns

• ebook: Building Machine Learning Pipelines: Automating Model Life Cycles with TensorFlow

• https://neptune.ai/blog/deep-dive-into-error-analysis-and-model-debugging-in-machine-learning-and-deep-learning

• https://neptune.ai/blog/concept-drift-best-practices

• https://cloud.google.com/solutions/machine-learning/mlops-continuous-delivery-and-automation-pipelines-in-machine-learning?hl=es-419

• https://neptune.ai/blog/best-ml-experiment-tracking-tools

• https://university.datarobot.com/mlops-starter

• https://ml-ops.org/

• https://en.wikipedia.org/wiki/MLOps

• Machine Learning Engineering for Production (MLOps)

• MLOps Tooling Landscape v2 - Chip Huyen