Title: [DRAFT] Hands-on Machine Learning Study Materials for Research Software Engineers - Focus Group Report  
Author: Sandeep Puthanveetil Satheesan May 09, 2022
Last Changed by: Sandeep Puthanveetil Satheesan Dec 03, 2023
Tiny Link: (useful for email) https://wiki.ncsa.illinois.edu/x/WYITCw
Export As: Word · PDF  
Incoming Links
NCSA Software Wiki (1)
    Page: 2022-05-09 Meeting notes
Hierarchy
Parent Page
    Page: Hands-on Machine Learning Study Materials for Research Software Engineers
Labels
There are no labels assigned to this page.
Recent Changes
Time Editor  
Dec 03, 2023 20:49 Sandeep Puthanveetil Satheesan View Changes
Minor text changes
May 23, 2023 12:35 Sandeep Puthanveetil Satheesan View Changes
May 23, 2023 12:34 Sandeep Puthanveetil Satheesan View Changes
Jan 18, 2023 16:23 Sandeep Puthanveetil Satheesan View Changes
Jan 18, 2023 15:54 Sandeep Puthanveetil Satheesan  
Outgoing Links
External Links (101)
    https://docs.rapids.ai/api/cudf/stable/basics/dask-cudf.htm…
    https://jalammar.github.io/illustrated-gpt2/
    https://colab.research.google.com/github/tensorflow/tpu/blo…
    https://proceedings.neurips.cc/paper/2017/file/3f5ee243547d…
    https://kastanday.com/
    https://www.ibm.com/cloud/learn/recurrent-neural-networks
    https://github.com/KastanDay/wascally_wabbit
    https://github.com/openvinotoolkit/open_model_zoo
    https://medium.com/data-science-in-your-pocket/attention-is…
    https://docs.rapids.ai/api
    https://spell.ml/
    https://www.kaggle.com/code/colearninglounge/vectorization-…
    https://slds-lmu.github.io/seminar_nlp_ss20/
    https://huggingface.co/blog/bloom-megatron-deepspeed
    https://jalammar.github.io/visualizing-neural-machine-trans…
    https://www.kaggle.com/code/dschettler8845/transformers-cou…
    https://machinelearningmastery.com/prepare-text-data-machin…
    https://medium.com/saarthi-ai/xlnet-the-permutation-languag…
    https://medium.com/saarthi-ai/sentence-classification-using…
    https://www.coursera.org/learn/machine-learning/
    https://arxiv.org/pdf/1506.00019.pdf
    https://nlp.stanford.edu/projects/glove/
    https://github.com/microsoft/LightGBM
    https://wiki.ncsa.illinois.edu/display/NCSASoftware/Round+T…
    https://github.com/tensorflow/models
    https://docs.python.org/3/howto/regex.html
    https://mjanja.ch/2014/07/parallelizing-rsync/
    https://towardsdatascience.com/nlp-with-cnns-a6aa743bdc1e
    https://gist.github.com/albahnsen/b02d2183c93067e3f248a4284…
    https://colab.research.google.com/drive/1ZQvuAVwA3IjybezQOX…
    https://pytorch-lightning.readthedocs.io/en/latest/guides/s…
    https://www.analyticsvidhya.com/blog/2020/02/quick-introduc…
    https://www.grid.ai/
    https://funcx.org/
    https://machinelearningmastery.com/clean-text-machine-learn…
    https://google.github.io/mediapipe/
    https://anaconda.org/nvidia/cuda-toolkit
    Ray.io
    https://wiki.ncsa.illinois.edu/display/~wglick/2013/11/01/P…
    https://www.edx.org/course/machine-learning-with-python-a-p…
    https://github.com/allegroai/clearml
    https://openai.com/blog/better-language-models/
    https://towardsdatascience.com/gpt-3-transformers-and-the-w…
    https://stanford.edu/~shervine/teaching/cs-230/cheatsheet-r…
    https://machinelearningmastery.com/use-word-embedding-layer…
    https://wandb.ai/site/getting-started
    https://huggingface.co/course/chapter1/1
    https://medium.com/rapids-ai/reading-larger-than-memory-csv…
    https://developers.google.com/machine-learning/crash-course
    https://github.com/eugeneyan/applied-ml
    https://huggingface.co/docs/transformers/parallelism
    https://apptainer.org/
    https://course.fast.ai/start_gradient
    Fast.ai
    https://projectnessie.org/
    https://huggingface.co/docs/transformers/model_doc/bert
    https://blog.zenml.io/zenml-mlops-framework/
    https://databricks.com/dataaisummit/north-america-2021/sess…
    https://aclanthology.org/C16-1229/
    https://huggingface.co/docs/transformers/model_doc/bloom
    https://jalammar.github.io/a-visual-guide-to-using-bert-for…
    https://www.youtube.com/watch?v=Keqep_PKrY8&t=1080s
    https://github.com/onnx/models
    https://apptainer.org/docs/user/main/build_a_container.html…
    https://huggingface.co/spaces
    https://huggingface.co/
    karpathy.github.io/2015/05/21/rnn-effectiveness/
    https://neptune.ai/blog/mlops
    https://arxiv.org/abs/1906.08237
    DataCrunch.io
    https://jalammar.github.io/illustrated-transformer/
    https://lightning-flash.readthedocs.io/en/latest/
    https://aclanthology.org/C16-1014/
    https://github.com/likedan/Awesome-CoreML-Models/find/maste…
    https://github.com/collections/ai-model-zoos
    https://github.com/abhishekkrthakur/approachingalmost/blob/…
    https://machinelearningmastery.com/what-are-word-embeddings…
    https://github.com/openai/gpt-2
    https://pytorch.org/tutorials/beginner/nlp/word_embeddings_…
    https://modelzoo.co/
    https://machinelearningmastery.com/
    https://course.fast.ai/index.html
    https://gradio.app/getting_started/#hosting_on_spaces
    https://jalammar.github.io/illustrated-bert/
    https://www.tensorflow.org/tutorials/text/word2vec
    https://github.com/google-research/bert
    https://www.dlhub.org/
    https://machinelearningmastery.com/an-introduction-to-recur…
    https://tfhub.dev/
    https://chrisalbon.com/#code_machine_learning
    https://streamlit.io/
    https://iceberg.apache.org/
    https://colab.research.google.com/drive/1bzL-mhGNvh7PF_MzsS…
    https://jalammar.github.io/how-gpt3-works-visualizations-an…
    https://arxiv.org/abs/1810.04805
    https://kastanday.notion.site/Round-Table-ML-Ops-NCSA-27e4b…
    https://www.analyticsvidhya.com/blog/2021/12/googles-bert/
    https://cnvrg.io/cnn-sentence-classification/
    https://www.kaggle.com/learn/intro-to-machine-learning
    https://d2l.ai/index.html
    https://developer.nvidia.com/nvidia-triton-inference-server