PinnedAbout Me — Ani MadurkarData Scientist, Photographer, Storyteller — I’m a Senior Data Scientist by day & artist by night. I’m a person who deeply loves storytelling, and all my passions circle around this point. From Philosophy to Photography to Data Science, I enjoy crafting interesting and insightful stories. I work for a boutique consulting firm, Fulcrum Analytics, based…About Me1 min read
Apr 2710 Awesome Resources for Learning MLOpsFree, high-signal areas to get quality content for MLOps — This story that I wrote was originally posted by DataCamp and is live here: https://www.datacamp.com/blog/10-awesome-resources-for-learning-mlops MLOps combines tools, practices, techniques, & culture that ensure the reliable and scalable deployment of machine learning models. Start your learning journey with these awesome free resources.Datacamp6 min read
Published in Towards Data Science·Apr 25Graph Machine Learning with Python Part 4: Supervised & Semi-Supervised LearningClassifying and Predicting Paintings in the Metropolitan Museum of Art — Introduction This story will explore how we can reason from and model graphs using labels via Supervised and Semi-Supervised Learning. I’m going to be using a MET Art Collections dataset that will build on my previous parts on Metrics, Unsupervised Learning, and more. …Data Science11 min read
Published in Towards Data Science·Apr 7Our Next Enlightenment will be AI-DrivenA realistic and symbiotic future between humans and AI — The Enlightenment Ride to the Top The Age of Enlightenment took place during the 17th and 18th centuries and is seen as a global phenomenon where we collectively “turned on the light bulbs” in our heads. …Artificial Intelligence8 min read
Published in Towards AI·Mar 28Machine Learning Systems Pt. 2: Data Pipelines with TensorFlow ExtendedBuilding all the data pipeline components for production ML with TFX — In part 1, I covered an overview and some of the primary challenges in doing MLOps. Implementing models at scale can be a difficult exercise due to the changing nature of data, business, and code. Machine Learning Systems Pt. 1: Overview and Challenges A gentle introduction to MLOpsanimadurkar.medium.com In this part, I’ll show how you can build data pipeline components using TensorFlow Extended…Mlops10 min read
Published in Towards AI·Mar 20Machine Learning Systems Pt. 1: Overview and ChallengesA gentle introduction to MLOps — In 2015, a Machine Learning research paper made massive waves discussing the “Hidden Technical Debt in Machine Learning Systems”. In this paper, Sculley et. al. highlighted how the code to build a machine learning model is a really small piece of the entirety of the project. …Data Science10 min read
Published in MLearning.ai·Mar 12Zero Coding to Senior Data Scientist in 4 YearsMy journey so far in finding a purpose in my craft — I already have a short “About Me” story published, but this is meant to more extensively and transparently discuss my journey in how I became a Senior Data Scientist from nothing. My story starts at what was a hard rock bottom at the time and now I get to work…Data Science10 min read
Published in Towards Data Science·Feb 15AutoML and the Future of Data ScienceHow AutoML is going to evolve the Applied Machine Learning landscape — If you’re reading this, you likely already know what AutoML, or Automated Machine Learning, is. It’s a tool built by Google to automate the full machine learning pipeline, and Microsoft and Amazon have their own implementations in the cloud as well. Automated Machine Learning is built to conduct a broad…Data Science8 min read
Published in Towards Data Science·Feb 10Invisible Skills That Distinguish Expert Data ScientistsMental models and personality frameworks that create highly efficient and effective data scientists — Although people have been doing statistics with programming for a while, we are still in the early stages of the formal function of Data Science and Machine Learning Engineering in industry. So far, we have a well-established list of hard technical skills that one can learn to become proficient in…Data Science9 min read
Jan 31Artist Spotlight #1: Jesse WoolstonGetting to know the multifaceted multimedia artist, composer, and New Zealander. — As a person who does applied machine learning, I was especially drawn to the multimedia artists that integrate AI into their art. One night I was perusing Twitter for artists that dance in the center of these spaces and I happen to come across Jesse Woolston’s profile as he was…Art7 min read
