MLA 001 Degrees, Certificates, and Machine Learning Careers

MLA 001 Degrees, Certificates, and Machine Le...

Up next

MLA 002 Numpy & Pandas

<div>

NumPy enables efficient storage and vectorized computation on large numerical datasets in RAM by leveraging contiguous memory allocation and low-level C/Fortran libraries, drastically reducing memory footprint compared to native Python lists. Pandas, built on top of NumP ...

  Show more

MLA 003 Storage: HDF, Pickle, Postgres

<div>

Practical workflow of loading, cleaning, and storing large datasets for machine learning, moving from ingesting raw CSVs or JSON files with pandas to saving processed datasets and neural network weights using HDF5 for efficient numerical storage. It clearly distinguishes ...

  Show more

Recommended Episodes

High Performance And Low Overhead Graphs With KuzuDB
Data Engineering Podcast

SummaryIn this episode of the Data Engineering Podcast Prashanth Rao, an AI engineer at KuzuDB, talks about their embeddable graph database. Prashanth explains how KuzuDB addresses performance shortcomings in existing solutions through columnar storage and novel join algorithms. ...  Show more

The Rise of Generative AI Video Tools
The Next Wave - AI and The Future of Technology

Episode 13: What impact will AI-generated content have on the entertainment industry? Matt Wolfe ( https://x.com/mreflow) and Nathan Lands ( https://x.com/NathanLands) dive into this topic, envisioning a future where AI generates interactive movies and complex gaming worlds with in ...  Show more

From RAG to Relational: How Agentic Patterns Are Reshaping Data Architecture
Data Engineering Podcast

SummaryIn this episode of the AI Engineering Podcast Mark Brooker, VP and Distinguished Engineer at AWS, talks about how agentic workflows are transforming database usage and infrastructure design. He discusses the evolving role of data in AI systems, from traditional models to m ...  Show more

Code Generation & Synthetic Data With Loubna Ben Allal #51
AI Stories

Our guest today is Loubna Ben Allal, Machine Learning Engineer at Hugging Face 🤗 . In our conversation, Loubna first explains how she built two impressive code generation models: StarCoder and StarCoder2. We dig into the importance of data when training large models and what can ...  Show more