NVIDIA Data Science Module 2 Part 1 (Data & Scraping)
Data & Scraping

NVIDIA Data Science Module 2 Part 1 (Data & Scraping)

Mike's Bio
Upcoming Events
CPU vs GPU
RAPIDS
RAPIDS API
It's all about the goal!
Ice Breaker
NVIDIA Modules
Part 1 Data & Scraping
Homework Review
Building a brain in 10 minutes
How I would solve this


Lots of data, but wait there is more, much more!
Emphasis on understanding processes
Data Mining
The good, the bad, the ugly
LLMs to the rescue
Data you can download
Data from API's
Data to Scrape
Google Play Example
Scrape node-to-node
Scraping Google Play Reviews
The refactoring way - MVP!
As fast as you can think way
Scraping Libraries
Beautiful Soup
Scrapy
Exercise 1, Build a double scraper
Exercise 2, Put it up on Hugging Face
Data Annotation
Prepping for the Neural Net
TensorFlow Playground
MSE and Backpropagation
Labeling
Label Me
CVAT
CVAT.AI
CVAT
CVAT Homework
Data Quality
Data Quality
Data Quality
80% of out time
Companies need high-quality data
How do you get HQ data
Sentiment Analysis
Don't start from scratch
Emotion Wheel
Exercise 3, what prompt would you use
Q&A



















































Haris Ellahi

Software Engineer | 3X International Hackathon winner | Advent Of Code 2023 Participant | Python Devotee | Machine Learning | AI | REACT JS | Tailwind CSS | PHP | Laravel | MySQL

4 个月

Interesting!

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