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@HarshTrivedi
HarshTrivedi / pad_packed_demo.py
Last active March 2, 2024 16:49 — forked from Tushar-N/pad_packed_demo.py
Minimal tutorial on packing (pack_padded_sequence) and unpacking (pad_packed_sequence) sequences in pytorch.
import torch
from torch import LongTensor
from torch.nn import Embedding, LSTM
from torch.autograd import Variable
from torch.nn.utils.rnn import pack_padded_sequence, pad_packed_sequence
## We want to run LSTM on a batch of 3 character sequences ['long_str', 'tiny', 'medium']
#
# Step 1: Construct Vocabulary
# Step 2: Load indexed data (list of instances, where each instance is list of character indices)
@hardik2396
hardik2396 / gist:83d642af3b22811fac6719bf28ceb048
Last active August 3, 2023 21:01
Learning Path for Applied ML/DL

LINEAR ALGEBRA

  • Chapter 2 of Deep Learning book (by Ian Goodfellow, short path) Link

  • Lecture series on Linear Algebra by three blue one brown (Highly recommended) Link + singular value decomposition (shortpath).

  • And if you have sufficient time, then highly recommended to take “Introduction to Linear Algebra” by Gilbert Strang (on YouTube, long path) Link.

PROBABILITY