Posts by Category

• algorithms from scratch 6
• machine learning 6
• neural network 6
• Algorithm 4
• comparison 2
• Credit Scoring 2
• Scorecard 2
• logictic regression 1
• classicication 1
• deep neural network 1
• classification 1
• initialization 1
• regularization 1
• optimization 1
• tensorflow 1
• deep learning 1
• kmeans 1
• custom 1
• lgbm 1
• ensemble 1
• feature engineering 1
• categorical encoding 1
• Recommender System 1
• Analytics 1
• Neural Networks 1
• Keras 1
• TensorFlow 1

algorithms from scratch

Optimization Methods: GD, Mini-batch GD, Momentum, RMSProp, Adam

15 minute read

Machine Learning, Optimization, Data Science

Comparison: Different Regularization Techniques

12 minute read

Machine Learning, Regularization, Data Science

Comparison: Different Initialization Methods

12 minute read

Machine Learning, Initialization, Data Science

Machine Learning Project: Building Deep Neural Network

11 minute read

Machine Learning, Perceptron, Data Science

Machine Learning Project: Planar data classification with one hidden layer

7 minute read

Machine Learning, Perceptron, Data Science

Machine Learning Project: Building Logictic Regression Model

7 minute read

Machine Learning, Perceptron, Data Science

Back to top ↑

machine learning

Kaggle Project: Categorical Feature Engineering

6 minute read

Machine Learning, Feature Engineering, Preprocessing

Machine Learning Project: Fraud Detection with Credit Cards Dataset

3 minute read

Machine Learning, Tensorflow, Deep Learning

Custom KMeans Algorithm

less than 1 minute read

Machine Learning, K Means, Clustering

Machine Learning Project: Building Deep Neural Network

11 minute read

Machine Learning, Perceptron, Data Science

Machine Learning Project: Planar data classification with one hidden layer

7 minute read

Machine Learning, Perceptron, Data Science

Machine Learning Project: Building Logictic Regression Model

7 minute read

Machine Learning, Perceptron, Data Science

Back to top ↑

neural network

Machine Learning Project: Neural Network in Tensorflow with Signs Dataset

7 minute read

Machine Learning, Tensorflow, Deep Learning

Optimization Methods: GD, Mini-batch GD, Momentum, RMSProp, Adam

15 minute read

Machine Learning, Optimization, Data Science

Comparison: Different Regularization Techniques

12 minute read

Machine Learning, Regularization, Data Science

Comparison: Different Initialization Methods

12 minute read

Machine Learning, Initialization, Data Science

Machine Learning Project: Planar data classification with one hidden layer

7 minute read

Machine Learning, Perceptron, Data Science

Machine Learning Project: Building Logictic Regression Model

7 minute read

Machine Learning, Perceptron, Data Science

Back to top ↑

Algorithm

A Neural Network Function v.1

2 minute read

Algorithm, Neural Networks, Keras, TensorFlow

Movie Recommendation System

5 minute read

Algorithm, Recommender System

Monotonic WOE Binning Algorithm for Credit Scoring

6 minute read

Algorithm, Credit Scoring, Scorecard

Dimension Reduction: Variable Clustering Algorithm for Credit Scoring

9 minute read

Algorithm, Credit Scoring, Scorecard

Back to top ↑

comparison

Comparison: Different Regularization Techniques

12 minute read

Machine Learning, Regularization, Data Science

Comparison: Different Initialization Methods

12 minute read

Machine Learning, Initialization, Data Science

Back to top ↑

Credit Scoring

Monotonic WOE Binning Algorithm for Credit Scoring

6 minute read

Algorithm, Credit Scoring, Scorecard

Dimension Reduction: Variable Clustering Algorithm for Credit Scoring

9 minute read

Algorithm, Credit Scoring, Scorecard

Back to top ↑

Scorecard

Monotonic WOE Binning Algorithm for Credit Scoring

6 minute read

Algorithm, Credit Scoring, Scorecard

Dimension Reduction: Variable Clustering Algorithm for Credit Scoring

9 minute read

Algorithm, Credit Scoring, Scorecard

Back to top ↑

logictic regression

Machine Learning Project: Building Logictic Regression Model

7 minute read

Machine Learning, Perceptron, Data Science

Back to top ↑

classicication

Machine Learning Project: Planar data classification with one hidden layer

7 minute read

Machine Learning, Perceptron, Data Science

Back to top ↑

deep neural network

Machine Learning Project: Building Deep Neural Network

11 minute read

Machine Learning, Perceptron, Data Science

Back to top ↑

classification

Machine Learning Project: Building Deep Neural Network

11 minute read

Machine Learning, Perceptron, Data Science

Back to top ↑

initialization

Comparison: Different Initialization Methods

12 minute read

Machine Learning, Initialization, Data Science

Back to top ↑

regularization

Comparison: Different Regularization Techniques

12 minute read

Machine Learning, Regularization, Data Science

Back to top ↑

optimization

Optimization Methods: GD, Mini-batch GD, Momentum, RMSProp, Adam

15 minute read

Machine Learning, Optimization, Data Science

Back to top ↑

tensorflow

Machine Learning Project: Neural Network in Tensorflow with Signs Dataset

7 minute read

Machine Learning, Tensorflow, Deep Learning

Back to top ↑

deep learning

Machine Learning Project: Neural Network in Tensorflow with Signs Dataset

7 minute read

Machine Learning, Tensorflow, Deep Learning

Back to top ↑

kmeans

Custom KMeans Algorithm

less than 1 minute read

Machine Learning, K Means, Clustering

Back to top ↑

custom

Custom KMeans Algorithm

less than 1 minute read

Machine Learning, K Means, Clustering

Back to top ↑

lgbm

Machine Learning Project: Fraud Detection with Credit Cards Dataset

3 minute read

Machine Learning, Tensorflow, Deep Learning

Back to top ↑

ensemble

Machine Learning Project: Fraud Detection with Credit Cards Dataset

3 minute read

Machine Learning, Tensorflow, Deep Learning

Back to top ↑

feature engineering

Kaggle Project: Categorical Feature Engineering

6 minute read

Machine Learning, Feature Engineering, Preprocessing

Back to top ↑

categorical encoding

Kaggle Project: Categorical Feature Engineering

6 minute read

Machine Learning, Feature Engineering, Preprocessing

Back to top ↑

Recommender System

Movie Recommendation System

5 minute read

Algorithm, Recommender System

Back to top ↑

Analytics

Movie Recommendation System

5 minute read

Algorithm, Recommender System

Back to top ↑

Neural Networks

A Neural Network Function v.1

2 minute read

Algorithm, Neural Networks, Keras, TensorFlow

Back to top ↑

Keras

A Neural Network Function v.1

2 minute read

Algorithm, Neural Networks, Keras, TensorFlow

Back to top ↑

TensorFlow

A Neural Network Function v.1

2 minute read

Algorithm, Neural Networks, Keras, TensorFlow

Back to top ↑