Bachr ChiDemystifying TFX Standard ComponentsWhen we think about ML we tend to focus on the model training part. But when we move to production we realize that there many other pieces…Sep 10, 2020Sep 10, 2020
Bachr ChiEnd to End ML pipelines with MLflow ProjectsMLflow is an open-source project to make the lifecycle of Machine Learning projects a lot easier with capabilities for experiment tracking…Aug 10, 2020Aug 10, 2020
Bachr ChiPreprocessing Structured data in TF 2.3In TF 2.3, Keras adds new preprocessing layers for image, text, and structured data. The following explores those new layers for dealing…Aug 2, 2020Aug 2, 2020
Bachr ChiSpark on Kubernetes the Operator way — part 2In the first part of running Spark on Kubernetes using the Spark Operator ( link) we saw how to setup the Operator and run one of the…Jul 30, 2020Jul 30, 2020
Bachr ChiGPT-3 An OverviewGPT-3 is the last brainchild of OpenAI in an attempt to demonstrate that scalling-up language models improve drastically their…Jul 27, 20201Jul 27, 20201
Bachr ChiText classification with RaggedTensors and Tensorflow TextPrior to the introduction of TensorFlow Text, text pre-processing steps (cleaning, normalization, tokenization, encoding, etc.) were…Jul 24, 2020Jul 24, 2020
Bachr ChiTensorFlow Distributed Training on KubeflowThe Kubeflow project is a complex project that aims at simpliying the provisioning of a Machine Learning infrastructure. It is built on…Jul 19, 2020Jul 19, 2020
Bachr ChiMachine Learning Continuous Integration with MLflowIn Software Engineering, Continuous Integration is process that helps a team iterating quickly by integrating changes (small or big) from…Jul 13, 2020Jul 13, 2020
Bachr ChiSpark 3.0 Monitoring with Prometheus in KubernetesApache Spark 3.0 brings native support for monitoring with Prometheus in Kubernetes (see Part 1). This enable a lot of interesting…Jul 9, 2020Jul 9, 2020
Bachr ChiLearning Rate Scheduling with Callbacks in TensorFlowOne of the useful tweaks for faster training of neural networks is to vary (in often cases reduce) the learning rate hyperparameter which…Apr 17, 2020Apr 17, 2020