Media Summary: 00:00:00 - Introduction 00:01:59 - Linear model and neural net from scratch 00:07:30 - Cleaning the data 00:26:46 - Setting up a ... INTRO TO NLP AND RNNS We start by combining everything we've learned so far to see what that buys us; and we discover that ... 00:00 Review 02:09 TwoR model 04:43 How to create a decision tree 07:02 Gini 10:54 Making a submission 15:52 Bagging ...
Lesson 5 Practical Deep Learning For Coders 2022 - Detailed Analysis & Overview
00:00:00 - Introduction 00:01:59 - Linear model and neural net from scratch 00:07:30 - Cleaning the data 00:26:46 - Setting up a ... INTRO TO NLP AND RNNS We start by combining everything we've learned so far to see what that buys us; and we discover that ... 00:00 Review 02:09 TwoR model 04:43 How to create a decision tree 07:02 Gini 10:54 Making a submission 15:52 Bagging ... 00:00:00 - Using Huggingface 00:03:24 - Finetuning pretrained model 00:05:14 - ULMFit 00:09:15 - Transformer 00:10:52 - Zeiler ... 00:00 - Tweaking first and last layers 02:47 - What are the benefits of using larger models 05:58 - Understanding GPU memory ... 00:00 - Neural net from scratch 04:46 - Parameters in PyTorch 07:42 - Embedding from scratch 12:21 - Embedding interpretation ...
