Kakamana’s Blogs
Configuring and Connecting to a PostgreSQL Database with Docker
docker
PostgreSQL
Unraveling the Impact of Randomization Techniques: A Case Study on Uber’s Tipping Experiment
python
university of michigan
randomization
statistical analysis
Facial Expression Recognition with Keras
python
deep learning
machine learning
cnn
neural network
keras
tensorflow
face recognition
Decision Trees
python
deep learning.ai
machine learning
supervised learning
linear regression
neural network
Tree Ensembles
python
deep learning.ai
machine learning
decision tree
random forest
xgboost
Diagnosing Bias and Variance
python
deep learning.ai
machine learning
supervised learning
bias
variance
underfit
overfit
neural network
Back Propagation
python
deep learning.ai
machine learning
supervised learning
back propagation
neural network
Derivatives
python
deep learning.ai
machine learning
supervised learning
back propagation
neural network
Model Evaluation and Selection
python
deep learning.ai
machine learning
supervised learning
linear regression
neural network
Multi-class Classification
python
deep learning.ai
machine learning
supervised learning
logistic regression
linear regression
neural network
Softmax Function
python
deep learning.ai
machine learning
supervised learning
logistic regression
linear regression
neural network
ReLU activation
python
deep learning.ai
machine learning
supervised learning
logistic regression
linear regression
neural network
Coffee roasting in tensorflow
python
deep learning.ai
machine learning
supervised learning
logistic regression
linear regression
neural network
Coffee roasting numpy
python
deep learning.ai
machine learning
supervised learning
logistic regression
linear regression
neural network
Neurons and Layers
python
deep learning.ai
machine learning
supervised learning
logistic regression
linear regression
neural network
Gradient Descent for Linear Regression
python
deep learning.ai
machine learning
supervised learning
Linear regression
gradient descent
Classification
python
deep learning.ai
machine learning
supervised learning
logistic regression
classification
Cost function for logistic regression
python
deep learning.ai
machine learning
supervised learning
logistic regression
Decision boundary - classification with logistic regression
python
deep learning.ai
machine learning
supervised learning
logistic regression
classification
Gradient Descent for Logistic Regression
python
deep learning.ai
machine learning
supervised learning
logistic regression
gradient descent
Logistic loss
python
deep learning.ai
machine learning
supervised learning
logistic regression
Logistic Regression using Scikit-Learn
python
deep learning.ai
machine learning
supervised learning
logistic regression
Sigmoid function and logistic regression
python
deep learning.ai
machine learning
supervised learning
logistic regression
sigmoid
The problem of overfitting
python
deep learning.ai
machine learning
supervised learning
logistic regression
The problem of overfitting - Regularization
python
deep learning.ai
machine learning
supervised learning
logistic regression
linear regression
overfitting
rgularization
Feature engineering and polynomial regression
python
deep learning.ai
machine learning
supervised learning
polynomial regression
Feature scaling and learning rate
python
deep learning.ai
machine learning
supervised learning
feature scaling
gradient descent
Linear regression with scikit-learn
python
deep learning.ai
machine learning
supervised learning
linear regression
Linear regression for multiple variables
python
deep learning.ai
machine learning
supervised learning
Linear regression
multiple variables
Regression model representation
python
deep learning.ai
machine learning
supervised learning
regression
Vectorization with python and numpy
python
deep learning.ai
machine learning
supervised learning
vectorization
Ensembles & Pipelines
python
datacamp
machine learning
pyspark
ensemble
pipeline
Grid Search
python
datacamp
machine learning
deep learning
hyperparameter
gridsearch
Hyperparameters and Parameters
python
datacamp
machine learning
deep learning
hyperparameter
Informed Search
python
datacamp
machine learning
deep learning
hyperparameter
Random Search
python
datacamp
machine learning
deep learning
hyperparameter
random search
Advanced Operations, Detecting Faces and Features
python
datacamp
machine learning
deep learning
neural network
Going Deeper convolutions in keras
python
datacamp
machine learning
deep learning
tensorflow
keras
neural network
Image Processing With Neural Networks
python
datacamp
machine learning
deep learning
tensorflow
keras
neural network
Multiple Outputs
python
datacamp
machine learning
deep learning
tensorflow
keraas
neural network
Multiple Inputs: 3 Inputs (and Beyond!)
python
datacamp
machine learning
deep learning
tensorflow
keras
neural network
Understanding and Improving Deep Convolutional Networks
python
datacamp
machine learning
deep learning
tensorflow
keras
neural network
Using Convolutions
python
datacamp
machine learning
deep learning
tensorflow
keras
neural network
The Keras Functional API
python
datacamp
machine learning
deep learning
tensorflow
keras
neural network
Two Input Networks Using Categorical Embeddings, Shared Layers, and Merge Layers
python
datacamp
machine learning
deep learning
tensorflow
keras
neural network
Advanced Model Architectures
python
datacamp
machine learning
deep learning
tensorflow
keras
neural network
Improving Your Model Performance
python
datacamp
machine learning
deep learning
tensorflow
keras
neural network
Introducing Keras
python
datacamp
machine learning
deep learning
keras
neural network
Building deep learning models with keras
python
datacamp
machine learning
deep learning
keras
Going Deeper
python
datacamp
machine learning
deep learning
tensorflow
keras
neural network
Fine-tuning keras models
python
datacamp
machine learning
deep learning
keras
Optimizing a neural network with backward propagation
python
datacamp
machine learning
deep learning
neural network
Basics of deep learning and neural networks
python
datacamp
machine learning
deep learning
neural network
High Level APIs
python
datacamp
machine learning
tensorflow
keras
Neural Networks
python
datacamp
machine learning
tensorflow
neural network
Basic features and readability scores
python
datacamp
machine learning
nlp
feature engineering
N-Gram models
python
datacamp
machine learning
nlp
feature engineering
TF-IDF and similarity scores
python
datacamp
machine learning
nlp
feature engineering
Building fake news classifier
python
datacamp
machine learning
nlp
supervised machine learning
Linear models
python
datacamp
machine learning
tensorflow
linear model
Text preprocessing, POS tagging and NER
python
datacamp
machine learning
nlp
feature engineering
Confirming to statistical assumptions
python
datacamp
feature engineering
machine learning
statistical analysis
Dealing with messy data
python
datacamp
feature engineering
machine learning
data wrangling
Dealing with text data
python
datacamp
feature engineering
machine learning
data wrangling
Bringing it all together - Network analysis
python
datacamp
network analysis
machine learning
NetworkX
Important nodes - Network analysis
python
datacamp
network analysis
machine learning
NetworkX
Introduction to networks
python
datacamp
network analysis
machine learning
NetworkX
Structures - Network analysis
python
datacamp
network analysis
machine learning
NetworkX
Fuzzy Regression Discontinuity Design: An Introduction
python
causal inference
MADS
University Of Michigan
statistics
regression discontinuity
Regression Discontinuity in Causal Inference: An Introduction
python
causal inference
MADS
University Of Michigan
statistics
regression discontinuity
Sharp Regression Discontinuity Design: An Introduction
python
causal inference
MADS
University Of Michigan
statistics
regression discontinuity
Time Series and Machine Learning Primer
python
datacamp
machine learning
time series
Feature Engineering
python
datacamp
machine learning
feature engineering
Putting It All Together
python
datacamp
machine learning
feature engineering
PCA
Selecting Features for Modeling
python
datacamp
machine learning
feature engineering
PCA
Exploring High Dimensional Data
python
datacamp
feature engineering
machine learning
dimension
Feature Extraction
python
datacamp
feature engineering
machine learning
dimension reduction
PCA
Feature Selection I - Selecting for Feature Information
python
datacamp
feature engineering
machine learning
dimension reduction
Feature Selection II - Selecting for Model Accuracy
python
datacamp
feature engineering
machine learning
dimension reduction
Classification with XGBoost
python
datacamp
classification
machine learning
XGBoost
Fine-tuning your XGBoost model
python
datacamp
hyperparameters
machine learning
XGBoost
Regression with XGBoost
python
datacamp
regression
machine learning
XGBoost
Using XGBoost in pipelines
python
datacamp
hyperparameters
machine learning
XGBoost
pipeline
Applying logistic regression and SVM
python
datacamp
logistic regression
machine learning
SVM
Introduction to Hypothesis Testing
python
datacamp
statistics
machine learning
hypothesis
Logistic regression
python
datacamp
linear classifier
logistic regression
machine learning
SVM
Loss function
python
datacamp
logistic regression
linear classifier
machine learning
SVM
Regression
python
datacamp
logistic regression
machine learning
supervised
Support Vector Machines
python
datacamp
linear classifier
machine learning
SVM
Sampling Distribution
python
datacamp
statistics
machine learning
sampling
distribution
Assessing model fit
python
datacamp
statistics
machine learning
linear regression
Sampling Methods
python
datacamp
statistics
machine learning
sampling
Simple Logistic Regression Modeling
python
datacamp
statistics
machine learning
linear regression
logistic regression
Introduction to sampling
python
datacamp
statistics
machine learning
sampling
Predictions and model objects in linear regression
python
datacamp
statistics
machine learning
linear regression
logistic regression
Simple Linear Regression Modeling
python
datacamp
statistics
machine learning
linear regression
logistic regression
Classification
python
datacamp
classification
machine learning
supervised
 of iris dataset/distribution.jpg)
Distribution (pdf, cdf) of iris data
python
statistics
distribution
Random Numbers and Probability
python
datacamp
statistics
distribution
Summary Of Statistics
python
datacamp
statistics
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