Blockchain
https://ethereum.org/en/developers/docs/intro-to-ethereum Demo: https://andersbrownworth.com/blockchain/blockchain Key Words
Tensor basics
https://tensorly.org/stable/user_guide/tensor_basics.html Tensor – multi-dimensional array https://tensorly.org/stable/user_guide/tensor_decomposition.html
Distance metrics in Machine Learning
Resources:
PennyLane-Qiskit
https://docs.pennylane.ai/projects/qiskit/en/latest https://github.com/PennyLaneAI/pennylane-qiskit Installation: Best resources:
BERT Classifier on Genomic Dataset
https://github.com/ML-Bioinfo-CEITEC/genomic_benchmarks/blob/main/notebooks/How_To_Train_BERT_Classifier_With_HF.ipynb
Genomic Benchmarks Dataset
https://github.com/ML-Bioinfo-CEITEC/genomic_benchmarks Accessing: 3. HuggingFace Hubhttps://github.com/ML-Bioinfo-CEITEC/genomic_benchmarks/blob/main/notebooks/How_To_Use_Datasets_From_HF.ipynb Training Benchmark genomic datasets resources:
Intro to Weights and Biases
https://colab.research.google.com/github/wandb/examples/blob/master/colabs/intro/Intro_to_Weights_%26_Biases.ipynb
Training, Validation and Test Sets
Training Dataset: Evaluation Dataset: Test Dataset:
Nobel Prize in Physics for Geoffrey Hinton
https://www.utoronto.ca/news/geoffrey-hinton-wins-nobel-prize
Convolutional Neural Networks
References: What are CNNs? Different steps: