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Hi there 👋

I like building stuff to detect stuff! Leveraging data and analytics to deliver real insights, empower people, challenge constructively and build an enduring relationship with all stakeholders.

Explore my artefacts here or there: YouTube, Kaggle and find more about me there LinkedIn

ForYou

Title Description Link
All of Natural Language Processing Solid Intro to NLP concepts using pre-trained MPNET model for Semantic Search task matching questions to their correct answers! leaderboard, code
All of Machine learning Solid Intro to ML concepts using different methods to calculate Linear regression coefficients! code
Mixed Naive Bayes Algorithm Implementing Naive Bayes algorithm from scratch in Python; A single model for both Categorical & Numeric data vid, code
Identifying and Measuring Risk Learn about Probability distributions; performing risk assessment and Monte Carlo simulation in Python vid, code
Exploratory Data Analysis Tutorial Step by step Exploratory Data Analysis tutorial vid, code
Regression Linear Algebra POV Learn how Linear Regression Model works and the Mathematics behind it vid, code
Statistics For Machine learning Learn to apply Statistical Inference (Frequentist), test assumptions and draw conclusions vid, code
Assessing Machine Learning Models Exploring several classification metrics and related interpretations vid - Accuracy, vid - Recall, vid - Precision, vid - Confusion Matrix, code
Beyond Modeling Example for deploying Machine Learning models using Flask code
Natural Language Processing for Fraud Investigations Processing Emails for leads that would be helpful in a Fraud Investigation - Real Case Study using public data code
Data Visualization Collection of different data visualization techniques using Seaborn and Matplotlib modules code

Courses

Title From Link
Mathematics for Machine Learning and Data Science Specialization DeepLearning.AI Certificate
Google Advanced Data Analytics Specialization Google Certificate

Amr Muhammad's Projects

mlbookcamp-code icon mlbookcamp-code

The code from the Machine Learning Bookcamp book and a free course based on the book

nlp_enron_emails icon nlp_enron_emails

Natural Language Processing (NLP) and programmatic data extraction in large scale fraud investigations.

pdf2excel icon pdf2excel

Extracting tables from pdf documents to excel using tabula and pandas libraries in python

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