Krishnakanth Allika
Join me on my AI adventure! This website is a living document of my learning journey, filled with detailed notes and practical code examples for data science, machine learning, and AI enthusiasts.
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Data Science Focus Areas
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Data Science
Data Scraping, Data Pre-processing, Missing values, Imputation, Rescaling, Data Manipulation, Dimension reduction, Data Visualization, Descriptive Statistics, Exploratory Data Analysis (EDA), ...
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Machine Learning
Feature Engineering, Principal Component Analysis (PCA), Classification, Clustering, Linear Regression, Logistic Regression, Naive Bayes, KNN, Decision Tree, K-Means, Supervised learning, Unsupervised learning, Support Vector Machines (SVM), ...
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Deep Learning
Artificial Neural Networks (ANN), Activation functions (ReLu, Softmax, etc), Feed Forward Networks, Convolution Neural Networks (CNN), Recurring Neural Networks (RNN), Convolution Graph Network (CGN), Natural Language Processing, Speech to text, Reinforcement Learning, Machine Translation, ...
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Generative AI
Generative AI, Diffusion Models, Generative Adversarial Networks (GANs), Variational Autoencoders (VAEs), Mode Collapse, Hallucination, LLM (Large Language Model), Transformer, Attention Mechanism, Tokenization, Fine-tuning, Prompt Engineering, Context Window, Temperature Parameter, Bias, Misinformation, Copyright and Ownership, ...
Read moreData Science Programming Languages
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Python
Matplotlib, Seaborn, NumPy, SciPy, Pandas, Scikit-Learn, Statsmodels, NLTK, PyTorch, pyTesseract, Keras, BeautifulSoup, TensorFlow, XGBoost, ...
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R
Swirl, Tidyverse (dplyr, tidyr, etc), ggplot2, Shiny, Caret, Knitr, Lubridate, BioConductor, mlr3, XGBoost, ...
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Julia
DataFrames, Plots, ScikitLearn, PyCall, RCall, Knet, TensorFlow, MXNet, DecisionTree, Clustering, Merlin, MachineLearning, MLDatasets, MLKernels, ...
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