ada-k/MLClasses

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Created about 4 years ago
Updated almost 4 years ago

ada-k/MLClasses

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Notebooks for ML classes I conduct in python.

TweetsClassification

Exploring Jaccard and Cosine similarities performances then visualising their output using k means and kmeans with pca. Additional input on time series analysis, web scrapping and twitter scrapping.

Jupyter Notebook

SQL_BigQuery

Notebooks on the exercises from the kaggle short course on SQL.

Jupyter Notebook

PharmaceuticalSalesPrediction

Pharmaceutical Sales prediction across multiple stores. End-to-end product that delivers this prediction using Streamlit.

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Telecommunication---UserAnalytics--

User Analytics in the Telecommunication Industry.

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ChangePointAnalysis_Covid19Interventions

Change point analysis to quantify the impact of the Kenyan government policy interventions to slow the spread of COVID-19.

Jupyter Notebook

DLIntro_Tensorflow_Keras

Data camp intro to Keras and Tensorflow course revision, and CIfar10, cifar100, MNIST challenges.

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UniversityStudentsCompletionRate_SurvivalAnalysis

Survival analysis of university completion. R(Survival Analysis), Python(EDA)

DeepLearningArchitectures

Implementations of various deep learning architectures + extra theoretical information

prohack-hackathon

a competition on prediction of the well being of space beings(or aliens:) ) and optimal energy allocation. A blend of regression and linear programming in operations research.

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ChurnPrediction

Zindi hackathon

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LanguageModels

pretrained transformer and embeddings language models

ImpactofCovid19_AirQuality

The impact of Covid-19 on air quality in ZA, Kenya and Nigeria.

Jupyter Notebook

RScripts

Simple Anova, Manova, ChiSq and ChiSq with Logit Scripts

MLOpsTools

MLOps tools, pipelines and frameworks for flexibility and scalability in ML workflows.

NaiveBees

Bees challenge.

Jupyter Notebook

HierarchicalModeling

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RStuff

R Scripts for different tasks

ML-WebApp-

Allows user to select model(classifier) of choice and check its accuracy, precision and recall.Based on the UCL mushrooms dataset.