Ali Farahmandfar's repositories

Country-Profiling-Using-PCA-and-Clustering

Unsupervised Machine Learning Analysis Using Clustering Model

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Customer-Segmentation-Using-Clustering-Algorithms

Customer Segmentation Using Unsupervised Machine Learning Algorithms

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Mobile-Price-Prediction-Classification-Analysis

Supervised Machine Learning Analysis Using Classification Models

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GradientDescent-Example

Example demonstrating how gradient descent may be used to solve a linear regression problem

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Hyperparameter-Optimization

Hyperparameter Optimization for Logistic Regression Algorithms

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Personal-Bank-Loan-Modeling-Classification-Analysis

Supervised Machine Learning Analysis Using Classification Models

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PSO-feature-selection-and-hyperparameter-tuning

Particle Swarm Optimization (PSO) - Feature Selection and Hyperparameter Tuning

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Colab

Google Colab Notebooks

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Evaluation-Metrics-for-Linear-Regression

# RMSE # RRMSE # RSE # NSE # MAE # R # R2 # MAPE # ρ

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explainerdashboard

Quickly build Explainable AI dashboards that show the inner workings of so-called "blackbox" machine learning models.

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Artificial-Intelligence-Deep-Learning-Machine-Learning-Tutorials

A comprehensive list of Deep Learning / Artificial Intelligence and Machine Learning tutorials - rapidly expanding into areas of AI/Deep Learning / Machine Vision / NLP and industry specific areas such as Climate / Energy, Automotives, Retail, Pharma, Medicine, Healthcare, Policy, Ethics and more.

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Deep-Forest

An Efficient, Scalable and Optimized Python Framework for Deep Forest (2021.2.1)

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Efficient_Python_tricks_and_tools_for_data_scientists

Efficient Python Tricks and Tools for Data Scientists

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MEDIUM_NoteBook

Repository containing notebooks of my posts on Medium

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Neural-Style-Transfer

Keras Implementation of Neural Style Transfer from the paper "A Neural Algorithm of Artistic Style" (http://arxiv.org/abs/1508.06576) in Keras 2.0+

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Reinforcement_Learning_Course_Materials

Lecture notes, tutorial tasks including solutions as well as online videos for the reinforcement learning course hosted by Paderborn University

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Surface-Defect-Detection

📈 Constantly summarizing open-source dataset and critical papers in the field of surface defect research which are of great importance.

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Time-Series-Transformers-Review

A professionally curated list of awesome resources (paper, code, data, etc.) on transformers in time series.

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Transfer-learning

Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习

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3D-Machine-Learning

A resource repository for 3D machine learning

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Applied-Deep-Learning

Applied Deep Learning Course

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Concrete-Compressive-Strength-Prediction

Predicting the Concrete Compressive Strength Using ML Models

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Mathematics-for-ML

🧮 A collection of resources to learn mathematics for machine learning

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Hyperparameter-Optimization-on-Diabetes-Dataset

Data Preprocessing, Data Cleaning, Fine-tuning the Hyperparameters,

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Statistics-and-Probability-in-Python

Explore "Statistics" and "Probability Theory" Concepts and Their Implementations in "Python"

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BPB-Panel

A GUI Panel providing Worker subscriptions and Fragment settings and configs, providing configs for cross-platform clients using (singbox-core and xray-core)

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feature_engine

Feature engineering package with sklearn like functionality

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system-design-primer

Learn how to design large-scale systems.

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