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External Links 146
NPNumPy Official Quickstartnumpy.org↗
numpy.org
YTNumPy in 60 MinutesYouTube · freeCodeCamp↗
www.youtube.com
KGKaggle Python + NumPyKaggle Learn (free)↗
www.kaggle.com
PDPandas Official Getting Startedpandas.pydata.org↗
pandas.pydata.org
KGKaggle Pandas CourseKaggle Learn (free)↗
www.kaggle.com
YTPandas in 1 Hour — Tech With TimYouTube↗
www.youtube.com
MPMatplotlib Official Tutorialsmatplotlib.org↗
matplotlib.org
SBSeaborn Official Tutorialseaborn.pydata.org↗
seaborn.pydata.org
KGKaggle Data VisualisationKaggle Learn (free)↗
www.kaggle.com
PLPlotly Python Open Sourceplotly.com (free)↗
plotly.com
YTPlotly Dash TutorialYouTube · Charming Data↗
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YTPython OOP — Corey SchaferYouTube (free)↗
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RPReal Python — OOP in Pythonrealpython.com (free)↗
realpython.com
YTPython Tips& Tricks — freeCodeCampYouTube (free)↗
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RPFluent Python concepts (free excerpts)realpython.com↗
realpython.com
RPPython Environments — Real Pythonrealpython.com (free)↗
realpython.com
JPJupyter Official Documentationjupyter.org (free)↗
jupyter-notebook.readthedocs.io
KGKaggle Notebooks (free cloud environment)Kaggle↗
www.kaggle.com
MDMode SQL Tutorialmode.com (free)↗
mode.com
SZSQLZoo Interactivesqlzoo.net (free)↗
sqlzoo.net
KGKaggle Intro to SQLKaggle Learn (free)↗
www.kaggle.com
VJVisual JOIN explanationsql-joins.leopard.in.ua↗
sql-joins.leopard.in.ua
KGWindow Functions — Kaggle Advanced SQLKaggle Learn (free)↗
www.kaggle.com
MDMode SQL Window Functionsmode.com (free)↗
mode.com
MDCTEs in SQL — Modemode.com (free)↗
mode.com
LCLeetCode SQL (free tier)LeetCode↗
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HRHackerRank SQL (free)HackerRank↗
www.hackerrank.com
UIUse The Index, Luke (free book)use-the-index-luke.com↗
use-the-index-luke.com
MGMongoDB University (free courses)learn.mongodb.com↗
learn.mongodb.com
KAKhan Academy Statistics (free)khanacademy.org↗
www.khanacademy.org
YTStatQuest — Statistics FundamentalsYouTube (free)↗
www.youtube.com
YTStatQuest Distributions playlistYouTube (free)↗
www.youtube.com
KAKhan Academy Probabilitykhanacademy.org (free)↗
www.khanacademy.org
YTStatQuest CLT (10 min)YouTube (free)↗
www.youtube.com
YTStatQuest Hypothesis TestingYouTube (free)↗
www.youtube.com
KAKhan Academy Significance Testskhanacademy.org (free)↗
www.khanacademy.org
YTStatQuest p-valuesYouTube (free)↗
www.youtube.com
YT3Blue1Brown — Bayes TheoremYouTube (free)↗
www.youtube.com
GHProbabilistic Programming& Bayesian Methods (free book)camdavidsonpilon.github.io↗
github.com
EMEvan Miller Sample Size Calculator + Theoryevanmiller.org (free)↗
www.evanmiller.org
UDUdacity A/B Testing Free CourseUdacity (free)↗
www.udacity.com
CBCalling Bullshit — free lecture seriescallingbullshit.org (free)↗
www.callingbullshit.org
YT3Blue1Brown — Essence of Linear AlgebraYouTube (free)↗
www.youtube.com
KAKhan Academy Linear Algebrakhanacademy.org (free)↗
www.khanacademy.org
YT3Blue1Brown EigenvaluesYouTube (free)↗
www.youtube.com
YTStatQuest PCAYouTube (free)↗
www.youtube.com
YT3Blue1Brown — Essence of CalculusYouTube (free)↗
www.youtube.com
BKMathematics for Machine Learning (free textbook)mml-book.github.io↗
mml-book.github.io
STCS229 Notes — Andrew Ng (free)cs229.stanford.edu↗
cs229.stanford.edu
KGKaggle Data CleaningKaggle Learn (free)↗
www.kaggle.com
KGFeature Engineering — Kaggle Learn (free)Kaggle Learn↗
www.kaggle.com
YTStatQuest CorrelationYouTube (free)↗
www.youtube.com
H2H2O Feature Engineering (free)h2o.ai (free)↗
www.h2o.ai
SKScikit-learn Preprocessing Guidescikit-learn.org (free)↗
scikit-learn.org
SKCategory Encoders library docs (free)contrib.scikit-learn.org↗
contrib.scikit-learn.org
YTStatQuest Linear RegressionYouTube (free)↗
www.youtube.com
COAndrew Ng ML Course (free audit)Coursera / DeepLearning.AI↗
www.coursera.org
YTStatQuest Logistic RegressionYouTube (free)↗
www.youtube.com
YTStatQuest Decision TreesYouTube (free)↗
www.youtube.com
YTStatQuest Random ForestYouTube (free)↗
www.youtube.com
YTStatQuest Gradient BoostingYouTube (free)↗
www.youtube.com
XGXGBoost Documentation (free)xgboost.readthedocs.io↗
xgboost.readthedocs.io
KGKaggle Intermediate ML (trees)Kaggle Learn (free)↗
www.kaggle.com
YTStatQuest SVMYouTube (free)↗
www.youtube.com
YTStatQuest KNNYouTube (free)↗
www.youtube.com
YTStatQuest Naive BayesYouTube (free)↗
www.youtube.com
YTStatQuest K-MeansYouTube (free)↗
www.youtube.com
SKScikit-learn DBSCAN Guidescikit-learn.org (free)↗
scikit-learn.org
YTStatQuest t-SNEYouTube (free)↗
www.youtube.com
UMUMAP documentation (free)umap-learn.readthedocs.io↗
umap-learn.readthedocs.io
YTStatQuest Bias& VarianceYouTube (free)↗
www.youtube.com
SKScikit-learn CV Guidescikit-learn.org (free)↗
scikit-learn.org
GGGoogle ML Crash Course — MetricsGoogle (free)↗
developers.google.com
ILimbalanced-learn documentation (free)imbalanced-learn.org↗
imbalanced-learn.org
OPOptuna Quick Start (free)optuna.readthedocs.io↗
optuna.readthedocs.io
SKScikit-learn Model Selectionscikit-learn.org (free)↗
scikit-learn.org
SKScikit-learn Pipeline Guidescikit-learn.org (free)↗
scikit-learn.org
SRSurprise Library — RecSys (free)surpriselib.com↗
surpriselib.com
FAfast.ai Vision Part 1 (free)course.fast.ai↗
course.fast.ai
KGKaggle Time Series Course (free)Kaggle Learn↗
www.kaggle.com
PRProphet documentation (free)facebook.github.io/prophet↗
facebook.github.io
YTAndrej Karpathy — Neural Nets Zero to HeroYouTube (free)↗
www.youtube.com
YTAndrej Karpathy — micrograd walkthroughYouTube (free)↗
www.youtube.com
YT3Blue1Brown BackpropYouTube (free)↗
www.youtube.com
BLSebastian Ruder — Optimizer Overview (free blog)ruder.io↗
www.ruder.io
STCS231n CNN notes (free)cs231n.github.io↗
cs231n.github.io
BLColah's LSTM blog (free, legendary)colah.github.io↗
colah.github.io
BLIllustrated Transformer (free blog)jalammar.github.io↗
jalammar.github.io
YTAndrej Karpathy GPT from scratchYouTube (free)↗
www.youtube.com
AXAttention Is All You Need (original paper)arxiv.org (free)↗
arxiv.org
PTPyTorch Official Tutorials (free)pytorch.org↗
pytorch.org
HFHuggingFace Fine-tuning Guidehuggingface.co (free)↗
huggingface.co
PTPyTorch LR Scheduler Docspytorch.org (free)↗
pytorch.org
PTPyTorch AMP Tutorial (free)pytorch.org↗
pytorch.org
NLNLTK official book (free)nltk.org/book↗
www.nltk.org
SPspaCy course (free)spacy.io↗
course.spacy.io
SKScikit-learn text feature extractionscikit-learn.org (free)↗
scikit-learn.org
STCS224N Word Vectors lecture (free)web.stanford.edu↗
web.stanford.edu
BLJay Alammar Word2Vec illustratedjalammar.github.io (free)↗
jalammar.github.io
HFHuggingFace NLP Course (free)huggingface.co/learn↗
huggingface.co
BLIllustrated BERTjalammar.github.io (free)↗
jalammar.github.io
SPspaCy NER tutorial (free)spacy.io↗
spacy.io
SBSBERT documentation (free)sbert.net↗
www.sbert.net
HFHuggingFace Tasks (free)huggingface.co↗
huggingface.co
PTPyTorch Image Classification Tutorialpytorch.org (free)↗
pytorch.org
YLUltralytics YOLO docs (free)docs.ultralytics.com↗
docs.ultralytics.com
ABAlbumentations tutorial (free)albumentations.ai↗
albumentations.ai
YTViT paper explained — Yannic KilcherYouTube (free)↗
www.youtube.com
YTLet's build the GPT tokeniser — KarpathyYouTube (free)↗
www.youtube.com
ANAnthropic Prompt Engineering Guide (free)docs.anthropic.com↗
docs.anthropic.com
OAOpenAI Prompt Engineering Guide (free)platform.openai.com↗
platform.openai.com
PEDAIR.AI Prompt Engineering Guide (free)promptingguide.ai↗
www.promptingguide.ai
LCLangChain RAG Tutorial (free)python.langchain.com↗
python.langchain.com
LILlamaIndex RAG documentation (free)docs.llamaindex.ai↗
docs.llamaindex.ai
HFHuggingFace PEFT / LoRA guide (free)huggingface.co↗
huggingface.co
GHAxolotl fine-tuning (free, open source)github.com/OpenAccess-AI↗
github.com
LCLangChain Python Docs (free)python.langchain.com↗
python.langchain.com
RGRAGAS — RAG evaluation framework (free)docs.ragas.io↗
docs.ragas.io
FSFAISS documentation (free)faiss.ai↗
faiss.ai
CHChroma quickstart (free)docs.trychroma.com↗
docs.trychroma.com
HFHugging Face Diffusion Models Course (free)huggingface.co/learn↗
huggingface.co
HFAnnotated Diffusion Model (free blog)huggingface.co blog↗
huggingface.co
YTCLIP paper explained — Yannic KilcherYouTube (free)↗
www.youtube.com
DLDeepLearning.AI AI Agents Course (free)deeplearning.ai↗
www.deeplearning.ai
FPFastAPI Official Tutorial (free)fastapi.tiangolo.com↗
fastapi.tiangolo.com
DKDocker Official Get Started (free)docs.docker.com↗
docs.docker.com
YTTechWorld with Nana — Docker full courseYouTube (free)↗
www.youtube.com
GTPro Git book (free)git-scm.com↗
git-scm.com
MLMLflow Quickstart (free)mlflow.org↗
mlflow.org
WBW&B quickstart (free tier)wandb.ai↗
docs.wandb.ai
STStreamlit official docs (free)docs.streamlit.io↗
docs.streamlit.io
GHGitHub Actions Quickstart (free)docs.github.com↗
docs.github.com
AWAWS SageMaker Studio Lab (free tier)studiolab.sagemaker.aws↗
studiolab.sagemaker.aws
GCGoogle Cloud ML free tiercloud.google.com↗
cloud.google.com
EVEvidently AI (free, open source)evidentlyai.com↗
docs.evidentlyai.com
FSFeast documentation (free)docs.feast.dev↗
docs.feast.dev
SHSHAP documentation (free)shap.readthedocs.io↗
shap.readthedocs.io
BLStorytelling with Data (free blog content)storytellingwithdata.com↗
www.storytellingwithdata.com
TBTableau Public (free)public.tableau.com↗
public.tableau.com
PBPower BI Desktop (free)microsoft.com↗
powerbi.microsoft.com
JPNbformat& best practices guidedocs.jupyter.org (free)↗
docs.jupyter.org
BKChip Huyen ML Interviews book (free)huyenchip.com↗
huyenchip.com
MWMade With ML — MLOps Designmadewithml.com (free)↗
madewithml.com
CVGoogle Slides or Canva (free)canva.com↗
www.canva.com
BLNick Singh — DS Interview Q&A (free)nicksingh.com↗
www.nicksingh.com
PMPramp — free mock interviewspramp.com↗
www.pramp.com