Posts
- Prove central limit theory
- Moment generating function
- Random variable transformation
- Integration by parts demo with Gamma function
- URL components and their names
- Coefficient of determination ($R^2$) and Pearson correlation coefficient ($\rho$) are equivalent in OLS
- Property of $R^2$ in OLS
- Notes on python-json-logger
- Notes on measure theory and probability
- Prove positive semi-definite Hessian implies convexity
- Dervie gradient boosting using Newton's method
- Derive gradient descent and Newton's method
- Derivation of projection matrix
- Compare language tools.
- PCA and SVD
- Compare prediction approaches in classification and regression problems
- Convert Python profile output to Pandas DataFrame
- Protobuf/gRPC and Python
- Analytical solutions to different sum-of-squares loss functions for linear regression
- Taylor series
- Gaussian distributions
- Python multiprocessing lock example
- Comparison of for loop speed between C and Python
- Process graph
- Logistic-related functions
- YAML newline syntax
- Spanish learning notes
- Relationship between R squared and Pearson correlation coefficient
- Visualize various gradient descent algorithms
- Comparison of Storage options on Google Cloud Platform
- Python context manager, generator and decorator
- Coordinates in bioinformatics
- Sequence analysis with recurrent neural networks
- On the p-value
- On the Relationship Between Precision-Recall and ROC Curves
- Linear Algebra Notes
- Common linux kill signals
- Boolean Values In Python And Javascript
- An annotated SAM format example
- Python timeit decorator
- Comparing GridSearchCV and LogisticRegressionCV
- Logistic Regression In Sklearn
- Diabetic Retinopathy Detection
- Notes on common statistics
- Understanding TCGA mRNA Level3 analysis results files from FireBrowse
- Introduction to Artificial Neural Network and Deep Learning
- My Python imports for exploratory data analysis
- Importing 150 Millon Rows Into MySQL
- Matplotlib Color Marker Combinations
- Javascript prototype exploration
- Python SciPy Stack
- Bash boilerplate
- About flakes in Python and Emacs
- Useful Django tags and filters
- Google Cloud Platform vs HPC
- Notes on Google Cloud Platform
- Effective shell navigations & operations in bash
- Comparison of Common Options between rsync and wget
- Quick Setup for Python logging
- Principles when it comes to Python programming and testing
- Install caffe on linux host without root permission
- Cheat sheet for pandas.set_options in ipython
- Meaning of dollar sign variables in bash script (with examples)
- How does linuxbrew looks for gcc
- How history is recorded in Bash
- Sort text numberically with Linux sort
- Python Profiling Cheat Sheet
- MySQL vs. PostgreSQL
- Emacs cheat sheet
- Cheat sheet for Git
- About pixel size and ppi/ppcm
- LaTeX Cheat Sheet
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