A Redditer automated Leetcode using Claude’s 3.5 Sonnet API and Python. The script completed 633 problems in 24 hours, completely autonomously. It had a 86% success rate, and cost $9 in API credits.
Now the point is, we are in the 4th quarter of 2024, and it's not all surprising that LLMs will perform very well on familiar data.
What's surprising is that companies persist in evaluating job candidates using questions the applicants have specifically prepared for months and in many cases have memorized some 200-250 common problems in Leetcode.
Day 60: Overviewed the entire 59-day journey of deep learning with PyTorch. From basic tensor operations to deploying advanced models like TinyVGG, EffNetB2, and ViT. Built and deployed interactive Gradio apps. #LSPPDay60#60DaysOfLearning2024#LearningWithLeapfrog@lftechnology
Day 57: Turned our FoodVision Mini Gradio Demo into a deployable app. Learned about Hugging Face Spaces, structured and created necessary files, and successfully deployed our app to Hugging Face.
#LSPPDay57#60DaysOfLearning2024#LearningWithLeapfrog@lftechnology
Day 56: Comparing model results, prediction times, and size. Visualizing speed vs. performance tradeoff. Bringing FoodVision Mini to life by creating a Gradio demo.
Live Model Link: https://t.co/M3Ca7fqfyx
#LSPPDay56#60DaysOfLearning2024#LearningWithLeapfrog@lftechnology
Day 55: Worked on making predictions with our trained models and timing them. Function to make predictions across the test dataset, and compared results, prediction times, and sizes for EffNetB2 and ViT.
#LSPPDay55#60DaysOfLearning2024#LearningWithLeapfrog@lftechnology
Day 54: Created a ViT feature extractor, including dataloaders, training, and inspecting loss curves. Saved the feature extractor, checked its size, and collected stats.
Github: https://t.co/voVesAy5Mp
#LSPPDay54#60DaysOfLearning2024#LearningWithLeapfrog@lftechnology
Day 53: Created an EffNetB2 feature extractor, including functions, DataLoaders, training, and inspecting loss curves. Saved the feature extractor and checked its size.
Github: https://t.co/voVesAxxWR
#LSPPDay53#60DaysOfLearning2024#LearningWithLeapfrog@lftechnology