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Machine learning

Machine learning is the practice of teaching a computer to learn. The concept uses pattern recognition, as well as other forms of predictive algorithms, to make judgments on incoming data. This field is closely related to artificial intelligence and computational statistics.

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transformers
NielsRogge
NielsRogge commented Aug 3, 2022

Feature request

We currently have 2 monocular depth estimation models in the library, namely DPT and GLPN.

It would be great to have a pipeline for this task, with the following API:

from transformers import pipeline

pipe = pipeline("depth-estimation")
pipe("ca
justinchuby
justinchuby commented Jul 8, 2022

Tracking issue on the onnx opset 17 support.

  • Add version 17 as a known version
  • stft
  • istft
  • bartlett_window
  • blackman_window
  • hamming_window
  • hann_window
  • kaiser_window

Closes #80834

module: onnx Related to torch.onnx good first issue triaged This issue has been looked at a team member, and triaged and prioritized into an appropriate module OSS contribution wanted PR from open source contributors welcome to solve this issue.
swight-prc
swight-prc commented Jul 28, 2022

Describe the bug

The acceptable values for max_samples are (0, 1]. One possible option for class_weight is balanced_subsample. However, for values of max_samples near zero and class_weight='balanced_subsample', the model fails with an unhelpful error related to having an empty array as an indexer.

This is only likely to come up in a grid search, as it seems unlikely that some

Bug good first issue Easy with clear instructions to resolve help wanted module:ensemble
julia
BambOoxX
BambOoxX commented Jun 21, 2022

This subject was initially discussed in https://discourse.julialang.org/t/efficient-way-to-split-string-at-specific-index/83115/17 regarding a way to split a string into equal-length substrings.

The solutions discussed involved (for a string composed of 10 blocks of 8 strings)

  • using a comprehension split8(str::String) = [str[i+1:8] for i in 0:8:length(str)]
  • using a comprehension and `S
good first issue Indicates a good issue for first-time contributors to Julia strings "Strings!" iteration Involves iteration or the iteration protocol

Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.

  • Updated Apr 3, 2022
  • Python
trivialfis
trivialfis commented Dec 13, 2020

Currently many more Python projects like dask and optuna are using Python type hints. With the Python package of xgboost gaining more and more features, we should also adopt mypy as a safe guard against some type errors and for better code documentation.

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