Here I write about Machine Learning, MLOps, and Cloud. You can find my other posts on Medium here.

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Posts

• MLOps project - part 4a: Machine Learning Model Monitoring

  Monitoring deployed machine learning models in production.

  Sep 5, 2022

• MLOps project - part 3: Machine Learning Model Deployment

  Deploying machine learning models in production.

  Aug 28, 2022

• MLOps project - part 2b: Machine Learning Workflow Orchestration using ZenML

  Machine learning workflow orchestration using ZenML.

  Aug 26, 2022

• MLOps project - part 2a: Machine Learning Workflow Orchestration using Prefect

  Machine learning workflow orchestration using Prefect.

  Aug 9, 2022

• MLOps project- part 1: Machine Learning Experiment Tracking Using MLflow

  Experiment tracking in machine learning model development.

  Aug 9, 2022

• Diffusion Models for Image Generation

  Diffusion models.

  Aug 1, 2022

• MLFlow on GCP for Experiment Tracking

  We will setup MLFlow on GCP for distributed experiment tracking.

  Jun 15, 2022

• Data Engineering - Week 4

  Week 4 - Data Engineering Zoomcamp course: Analytics Engineering

  Feb 8, 2022

• Data Engineering - Week 3

  Week 3 - Data Engineering Zoomcamp course: Data Warehouse

  Jan 30, 2022

• Data Engineering - Week 2

  Week 2 - Data Engineering Zoomcamp course: Data ingestion

  Jan 25, 2022

• Data Engineering - Week 1

  Week 1 - Data Engineering Zoomcamp course: Introduction & Prerequisites

  Jan 18, 2022

• Self-Supervised Monocular Depth Estimation in Autonomous Driving

  In this post, I will review self-supervised monocular depth estimation methods.

  Jan 17, 2022

• Active Learning, Data Selection, Data Auto-Labeling, and Simulation in Autonomous Driving

  I will walk through the automatic data collection, data selection, data labeling pipelines, and simulation tools of multiple companies, which I gleaned through numerous speeches and blog posts, as well as review some cutting-edge research articles.

  Jan 14, 2021

• Model Based Reinforcement Learning (MBRL)

  This is a summary of MBRL tutorial from ICML-2020.

  Oct 26, 2020

• Online Reinforcement Learning

  In this post, I try to summarize some interesting online RL algorithms.

  Jun 15, 2020