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Machine Learning
Concepts
Bias Variance Tradeoff – Clearly Explained
Linear Regression in R
Logistic Regression in R
Caret Package Tutorial
Principal Component Analysis
K-Means Clustering Algorithm
Naive Bayes Algorithm from Scratch
Feature Selection in R
Evaluation Metrics for Classification
Brier Score
Portfolio Optimization with Python
Gradient Boosting Algorithm
NLP
Your Friendly Guide to Natural Language Processing (NLP)
Text Summarization Approaches – Practical Guide with Examples
101 NLP Exercises
Gensim Tutorial
Grid Search LDA model (scikit learn)
Topic Modeling – LDA (Gensim)
Lemmatization Approaches
Visualizing Topic Models
Cosine Similarity
spaCy – NLP Guide
spaCy – Autodetect Named Entities (NER)
Building chatbot with Rasa and spaCy
How to Train Text Classification Model in spaCy?
Time Series
Augmented Dickey Fuller Test (ADF Test)
KPSS Test for Stationarity
Time Series Analysis in Python
ARIMA Time Series Forecasting in Python (Guide)
Vector Autoregression (VAR)
Deep Learning
TF1.x vs TF2.0 vs PyTorch
tf.function – How to speed up Python code
Linear Regression in TensorFlow
More coming soon
Statistics
Probability
Gentle Introduction to Markov Chain
What is P-Value
Statistical Significance Tests Tutorial
Mahalonobis Distance
T Test (Students T Test)
Confidence Interval – Fully Explained
Standard Error
One Sample T Test – Clearly Explained
Data Wrangling
Dask Tutorial
Modin – How to speedup pandas
Numpy Tutorial Part 1
Numpy Tutorial Part 2
data.table in R
101 NumPy Exercises
101 Pandas Exercises
101 Pydatatable Exercises
101 R data.table Exercises
101 NLP Exercises
Python
List Comprehensions
Parallel Processing
Python @Property
Debugging with Pdb
Regular Expressions Tutorial
Logging Guide
datetime in Python
Requests in Python
Python JSON – Guide
Python Collections Module
cProfile – Profilng python code
What does the yield keyword do?
Lambda Function – How and When to use?
What does Python Global Interpreter Lock – (GIL) do?
Julia
Introduction to Julia
Linear Regression in Julia
Logistic Regression in Julia – Practical Guide
For-Loop in Julia
While-loop in Julia
Function in Julia
Julia DataFrames
Plots
Matplotlib – Practical Tutorial w/ Examples
Matplotlib Histogram
Bar Plot in Python
Python Boxplot
Waterfall Plot in Python
Top 50 matplotlib Visualizations
Matplotlib Tutorial
Matplotlib Pyplot
Python Scatter Plot
Matplotlib Line Plot
Subplots Python (Matplotlib)
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pdb – How to use Python debugger
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Selva Prabhakaran
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