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# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 2 # language: python # name: python2 # --- import json import os dictResponses={} fileList = ['...
Notebooks/ViewData.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # + pycharm={"name": "#%%\n"} import torch from PIL.Im...
bin/OCR.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .r # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernel_info: # name: ir # kernelspec: # display_name: R # language: R # name: ir # --- # # Displaying vegalite with R # # Much ...
applications/desktop/example-notebooks/vegalite-for-r.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # # Deep Learning for Natural Language Processing with...
1-3_DeepLearningForNaturalLanguageProcessingWithPytorch.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # ## Install nightly version of TensorFlow. # # You ne...
quests/serverlessml/install_nightly.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # + import requests import pandas as pd import sys sy...
examples/Crossfilter example.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # + _cell_guid="b1076dfc-b9ad-4769-8c92-a6c4dae69d19" ...
av-independence-day-hackathon.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # # Sudoku # # This tutorial includes everything you n...
examples/cp/jupyter/sudoku.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 2 # language: python # name: python2 # --- # # Create a file with hands and Classes from deuces....
src/Generator_poker_hands.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- import numpy as np # %matplotlib inline import matplot...
tiny-imagenet/clip_and_rescale.ipynb
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Heros1.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # name: python3 # --- # + id="zjZww9cMGFhH" colab_type="code" outputId="ef8763e2-06b6-4dc3-8901-cea...
finch/tensorflow2/text_matching/chinese/main/pyramid.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # + from workflows import DYStudiesProcessor import j...
processor_dev.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Predicting-Mutation-Effects # language: python # name: predicting-mutation-effects # --- # # TP53 # + i...
src/checks/TP53.ipynb
# %matplotlib inline from fenics import * parameters["plotting_backend"] = 'matplotlib' import pylab # + __author__ = "<NAME> <<EMAIL>>" __date__ = "2012-01-19" __copyright__ = "Copyright (C) 2012 <NAME>" __license__ = "GNU LGPL version 3 or any later version" # Modified by <NAME> # Last changed: 2016-04-10 # Cre...
notebooks/02_static_linear_pdes/kul/poisson2.ipynb
// -*- coding: utf-8 -*- // --- // jupyter: // jupytext: // text_representation: // extension: .java // format_name: light // format_version: '1.5' // jupytext_version: 1.14.4 // kernelspec: // display_name: Java // language: java // name: java // --- // ## Interfaces // // ...
Interfaces.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # + [markdown] slideshow={"slide_type": "slide"} # # E...
evaluation_metrics.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # # Module 3 Required Coding Activity # Introductio...
Python Absolute Beginner/Module_3.2_Required_Code.ipynb
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notebooks/Example01.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .ps1 # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: .NET (PowerShell) # language: PowerShell # name: .net-powershell # --- # # T1574.002 - Hijack Execution...
playbook/tactics/privilege-escalation/T1574.002.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- import tensorflow as tf import numpy as np import matp...
17-Sept-2018/CIFAR-10 - Worked Out Example.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # # Description # In this notebook we explore the atti...
notebooks/03-Attitude_update.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # # process_fgmax # # Read in fgmax results and produc...
examples/tsunami/radial-ocean-island-fgmax/process_fgmax.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # # Syntaxe des listes en compréhension # Lorsque l'o...
01_donnees_en_tables/correction/02_syntaxe_listes_en_comprehension_correction.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # + from scipy.io import loadmat import numpy as np # ...
ex8/anamoly_detection.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # # Mandatory assignments # # ## Mandatory assignment ...
homepage/content/.ipynb_checkpoints/mandatory-checkpoint.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- import torch # ### Why you need a good init # To und...
nbs/dl2/02b_initializing-Copy1.ipynb
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training/distributed_training/pytorch/data_parallel/maskrcnn/pytorch_smdataparallel_maskrcnn_demo.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # + [markdown] nbpresent={"id": "d6c34227-ffbc-4a95-b0...
material/jupyter/intro-jupyter.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # # Getting deeper with Keras # * Tensorflow is a powe...
1 Introduction to Deep Learning/week2/Keras-task.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- #Importing Libraries for data preparation import panda...
PXL_DIGITAL_JAAR_2/AI & Robotics/Week 11/docker_notebooks/keras/jupyter/NeuralNetworks.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # <small><small><i> # All the IPython Notebooks in thi...
002_Python_Functions_Built_in/011_Python_compile().ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # + [markdown] colab_type="text" # # Introduction to K...
guides/ipynb/intro_to_keras_for_engineers.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- from scipy import stats import matplotlib.pyplot as pl...
W2/task-2.2/task-2.2.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 (ipykernel) # language: python # name: python3 # --- # # Car Price Prediction import datetime ...
car_price_prediction.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # + import matplotlib.pyplot as plt import numpy as np...
notebooks/U-net prediction.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python [default] # language: python # name: python3 # --- # %matplotlib inline import numpy as np from h...
demos/StormTrackingDemo.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Environment (conda_tensorflow_p36) # language: python # name: conda_tensorflow_p36 # --- # + import kera...
analysis/coiled_coil_binders/train_scrambler_coiled_coil_binders_target_lum_01_epochs_20_gumbel_rand_bg.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # !pip install transformers[sentencepiece] # !pip inst...
summer21/ext_csds2hf/S_annotype_with_text_classification.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 (Data Science) # language: python # name: python3__SAGEMAKER_INTERNAL__arn:aws:sagemaker:us-east...
sagemaker-deepar.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # ## Python statistics essential training - 03_01_visu...
03_01_visualization_begin.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- """ The MIT License (MIT) Copyright (c) 2021 NVIDIA Pe...
stand_alone/aFe1_2level_learning_mnist_matmul.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python [default] # language: python # name: python3 # --- # ## Predict results for test data # ref: http...
sklearn/Predict.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: 'Python 3.7.6 64-bit (''base'': conda)' # name: python3 # --- import sys import os import glob import re im...
code/python/notebooks/20210919_testing_wikidata.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 (ipykernel) # language: python # name: python3 # --- # + [markdown] tags=[] # # Process Discove...
notebooks/2-fpn-discovery-models-synthetic-log.ipynb
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notebooks/shared/ClassDiagram.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # ## Strings # Strings have already been discussed in...
Intro-to-Python/04.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: 'Python 3.8.5 (''.venv'': venv)' # name: pythonjvsc74a57bd067b393f23005f5647497c50fa99fb25b525d8642232b1bdc0...
applications/solvers/cokeCombustionFoam/SegregatedSteps/runs/complicatedPorousMedia/combustions/optimize/tiny2_7/analysis/analyzeCombustion.ipynb
# -*- coding: utf-8 -*- # --- # jupyter: # jupytext: # text_representation: # extension: .jl # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Julia 1.4.0 # language: julia # name: julia-1.4 # --- # + Collapsed="false" usin...
notebook/segmentation3d.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- import pandas as pd import gspread from oauth2client....
Zillow_WB.ipynb
# -*- coding: utf-8 -*- # --- # jupyter: # jupytext: # text_representation: # extension: .sh # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Bash # language: bash # name: bash # --- # # Observing raw data before processin...
Pipe_2-bash_raw-data-quality.ipynb
# ##### Copyright 2021 Google LLC. # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writ...
examples/notebook/contrib/vendor_scheduling.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # name: python3 # --- # + [markdown] id="gzLKlf9l9UCC" colab_type="text" # To aid autoassociative r...
2020-1/07.1 Inference (recognition of full pattern).ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- import numpy as np from utils import * import tensorfl...
text-classification/52.fast-text.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # name: python3 # --- # + [markdown] id="view-in-github" colab_type="text" # <a href="https://colab...
Project_2.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # + code_folding=[21, 43] import logging, os, json, gl...
models/submission.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 (ipykernel) # language: python # name: python3 # --- # # Copy the content of the data directory...
push_data_dir_to_hdfs.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # name: python3 # --- # + [markdown] colab_type="text" id="Za8-Nr5k11fh" # ##### Copyright 2018 The...
Intro-to-TensorFlow/Time-Series-Forecasting/moving_average.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: graco # language: python # name: graco # --- # + from scipy.spatial.distance import squareform, pdist, c...
new_beginning/.ipynb_checkpoints/plots2-checkpoint.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # + [markdown] id="TZEUaYSjC6CZ" # # Constructing a hi...
model_user_guide.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # + deletable=true editable=true # %matplotlib inline ...
image-parser.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- import pandas as pd import matplotlib.pyplot as plt fr...
Dataset 3 - Flu Classification/Decision Tree Codes/cross_validation_mcc.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # # Analysis of order of contigs with QUAST # # In ord...
results/hyasp_quast_analysis_ncbi_filtered.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # + [markdown] deletable=false editable=false # # <img...
content/homeworks/hw08/cs109b_hw8_submit.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # ### Connect to the example "Chinook" database and li...
dataquest/notebooks/lesson_sql_complex_queries/SQL_Building_and_Organizing_Complex_Queries.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # + # %load_ext autoreload # %reload_ext autoreload # ...
intro_Z/Spouse-LossAnalysis-DiscreteLFs-bk.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- from src.models.level_kv_div import klTrainer, utils, ...
notebooks/level_grade_s0.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # # Introduction # In this notebook, we'll be making n...
Introduction.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3.6 - AzureML # language: python # name: python3-azureml # --- # Copyright (c) Microsoft Corporat...
python-sdk/tutorials/automl-with-azureml/forecasting-backtest-single-model/auto-ml-forecasting-backtest-single-model.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # I want to be able to sit down and try an image proce...
blog/2021-05-02 image pipeline.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # # Hello, this is my first notebook, reading the data...
second.ipynb
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AA/MLRegresionSimple.ipynb
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examples/notebooks/logistic_regression.ipynb
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book/tutorials/database/3_forming_queries.ipynb
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Ch07-Modules.ipynb
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EDA.ipynb
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Platforms/Kaggle/Courses/Intro_to_Machine_Learning/7.Machine_Learning_Competitions/exercise-machine-learning-competitions.ipynb
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Code/project code from discovery cluster/Comparison_EPOCHS.ipynb
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05_pose/01_pose_angle_analysis.ipynb
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Spam Classification.ipynb
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onnx/onnx-inference-mnist-deploy.ipynb
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notebooks/Recommender.ipynb
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catboost/old_notebooks/catboost_regression_grainsize.ipynb
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docs/notebooks/analysis/example_elzerman_readout.ipynb
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docs/source/notebooks/user_guide.ipynb
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.ipynb_checkpoints/Part 1 Camera Calibration and Writeup preparation-checkpoint.ipynb
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demo/alice/basic-message.ipynb
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jupyter_notebooks/noe_statesHaberkorn.ipynb
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Additional_studies.ipynb
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visualization/django-packages.ipynb
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matplotlib-21-5-19.ipynb
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projeto_gastos_politicos/.ipynb_checkpoints/1 - Data Cleaning-checkpoint.ipynb
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notebooks/pharo_test.ipynb
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Duvvuru_Lokesh_Project_1_Sequential_Models_in_NLP_Sentiment_Classification (1)-1.ipynb
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clustering/k-mean/mushroom-k5.ipynb
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synapse/notebooks/customers_vs_orders.ipynb
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03.06.sequence.classification.Multi.RNN.ipynb
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Jupyter/6.*.ipynb
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Learn Python/Python Experiment.ipynb
# --- # jupyter: # jupytext: # text_representation: # extension: .py # format_name: light # format_version: '1.5' # jupytext_version: 1.14.4 # kernelspec: # display_name: Python 3 # language: python # name: python3 # --- # # <font size = "5"> **Chapter 2: [Diffraction](CH2_0...
Diffraction/.ipynb_checkpoints/CH2_09-Unit_Cell-checkpoint.ipynb