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2021talks

Speaker materials for 2021 conference

addons

Useful extra functionality for TensorFlow 2.0 maintained by SIG-addons

ai_engineering_max

aif360

A comprehensive set of fairness metrics for datasets and machine learning models, explanations for these metrics, and algorithms to mitigate bias in datasets and models.

amazon_product_classification_knn

Classify products based on category using UCSD data set

amazon_product_classification_svm

amazon_product_classification_using_reviews

bisecting_kmeans_text_clustering

carbon-tutorial-vue

cdiscount-image-classification---kaggle-competition

coffee-donut-instructions

data-science-cheatsheet

dcgan-completion.tensorflow

Image Completion with Deep Learning in TensorFlow

demo-mnist

dicom-contour

driven_data_challenge

This repo contains solution for challenge hosted by driven data for predicting poverty

drug_activity_prediction

employee-attrition-aif360

Walkthrough the data science life cycle with different tools, techniques, and algorithms. Use AIF360, pandas, and Jupyter notebooks to build and deploy a model on Watson Machine Learning.

employee_attrition_use_case

ensure-loan-fairness-aif360

A demonstration of the AI Fairness 360 toolbox for bias metrics, explanations, and remediation. Code Pattern: https://developer.ibm.com/patterns/ensuring-fairness-when-processing-loan-applications

ethics_and_trust

experimenting-ml-algorithms-on-handwrittendigits

fashion-mnist

A MNIST-like fashion product database. Benchmark :point_right:

ffdl

Fabric for Deep Learning (FfDL, pronounced fiddle) is a Deep Learning Platform offering TensorFlow, Caffe, PyTorch etc. as a Service on Kubernetes

fm-red-teaming

Resources about foundation models red-teaming

foundation-models-generative-ai

ggpy

ggplot port for python

gradient_descent_algorithm_using_numpy

Batch, Stochastic and Mini-batch gradient algorithm implementation using Numpy

guvi_ai_for_india

Materials used for Guvi Event

guvi_webinar