GrabNGoInfo Machine Learning Tutorials Inventory
A map to find all my tutorials — Last updated 11/22/2023
Generative AI
- How to access Llama 2: Free Generative AI LLM Alternative to ChatGPT API
- Create Stunning AI Art in Under 5 Minutes with Midjourney — Perfect for Absolute Beginners!
- Create Beautiful AI Art Using Python KerasCV StableDiffusion on Google Colab
- Leonardo.Ai: Free Alternative to Midjourney — Beginners Tutorial
- The Ultimate Guide for Midjourney Parameters
- How to Create a Talking AI Avatar for Free
Data Science Life
Time Series
- Multivariate Time Series Forecasting with Seasonality and Holiday Effect Using Prophet in Python
- 3 Ways for Multiple Time Series Forecasting Using Prophet in Python
- Time Series Anomaly Detection Using Prophet in Python
- Hyperparameter Tuning and Regularization for Time Series Model Using Prophet in Python
- Time Series Causal Impact Analysis in Python
- Hyperparameter Tuning for Time Series Causal Impact Analysis in Python
- Time Series Causal Impact Analysis in R
- Hyperparameter Tuning for Time Series Causal Impact Analysis in R
- Time Series Topic Tracking for Airbnb Reviews
- Time Series Forecasting Of Bitcoin Prices Using Prophet
NLP (Natual Language Processing) and Deep Learning
- Topic Modeling with Deep Learning Using Python BERTopic
- Topic Modeling by Group Using Deep Learning in Python
- Hyperparameter Tuning for BERTopic Model in Python
- Hierarchical Topic Model for Airbnb Reviews
- Time Series Topic Tracking for Airbnb Reviews
- Sentiment Analysis Without Modeling: TextBlob vs. VADER vs. Flair
- TextBlob vs. VADER for Sentiment Analysis Using Python
- Get Free Text Data For NLP From The New York Times API
- Categorical Entity Embedding Using Python Tensorflow Keras
- Zero-shot Topic Modeling with Deep Learning Using Python
- Sentiment Analysis: Hugging Face Zero-shot Model vs Flair Pre-trained Model
- Customized Sentiment Analysis: Transfer Learning Using Tensorflow with Hugging Face
- Transfer Learning for Text Classification Using Hugging Face Transformers Trainer
- Transfer Learning for Text Classification Using PyTorch
- Top 10 NLP Concepts Interview Questions and Answers
AI Art
- Create Stunning AI Art in Under 5 Minutes with Midjourney — Perfect for Absolute Beginners!
- Create Beautiful AI Art Using Python KerasCV StableDiffusion on Google Colab
- Leonardo.Ai: Free Alternative to Midjourney — Beginners Tutorial
- The Ultimate Guide for Midjourney Parameters
- How to Create a Talking AI Avatar for Free
Uplift Model
- S Learner Uplift Model for Individual Treatment Effect and Customer Segmentation in Python
- Explainable S-Learner Uplift Model Using Python Package CausalML
- Multiple Treatments Uplift Model for Continous Outcome Using Python Package CausalML
- Multiple Treatments Uplift Models for Binary Outcome Using Python CausalML
- T Learner Uplift Model for Individual Treatment Effect (ITE) in Python
- Explainable T-learner Deep Learning Uplift Model Using Python Package CausalML
- X-Learner Uplift Model in Python
Causal Inference
- Correlation vs Causation | Data Science Interview Questions and Answers
- Causal Inference One-to-one Matching on Confounders Using R
- Causal Inference One-to-one Propensity Score Matching Using R MatchIt Package
- Causal Inference Logit Propensity Score Matching (PSM)
- 8 Matching Methods for Causal Inference Using R
- Propensity Score Trimming Using Python Package Causal Inference
- ATE vs CATE vs ATT vs ATC for Causal Inference
- OLS Treatment Effects Estimation Using Python Package Causal Inference
- Subclassification Propensity Score Matching Using Python Package Causal Inference
- Inverse Probability Treatment Weighting (IPTW) Using Python Package Causal Inference
- One-to-one Matching on Confounders Using Python Package Causal Inference
- Time Series Causal Impact Analysis in Python
- Time Series Causal Impact Analysis in R
- Hyperparameter Tuning for Time Series Causal Impact Analysis in R
- Hyperparameter Tuning for Time Series Causal Impact Analysis in Python
Databricks and PySpark
- Databricks Mount To AWS S3 And Import Data
- Databricks Widgets In Python Notebook
- Databricks Widgets in SQL Notebook
- Databricks Multi-Task Job Scheduling
- AWS Cost Control Using Budget Monitor Alert
- Databricks Community Edition Upgrade To Paid Plan AWS Setup
- Databricks MLflow Tracking For Linear Regression Model
- Databricks Linear Regression With Spark ML
- Install PySpark 3 on Google Colab the Easy Way
- Five Ways To Create Tables In Databricks
- Databricks Notebook Markdown Cheat Sheet
- Databricks Dashboard For Big Data
- Databricks GitHub Repo Integration Setup
- Databricks GitHub Repo Operations
Imbalanced Classification and Anomalies Detection
- Four Oversampling and Under-Sampling Methods for Imbalanced Classification Using Python
- Neural Network Model Balanced Weight For Imbalanced Classification In Keras
- Ensemble Oversampling And Under-Sampling For Imbalanced Classification Using Python
- Balanced Weights For Imbalanced Classification
- Autoencoder For Anomaly Detection Using Tensorflow Keras
- Isolation Forest For Anomaly Detection
- Local Outlier Factor (LOF) For Anomaly Detection
- One-Class SVM For Anomaly Detection
- Time Series Anomaly Detection Using Prophet in Python
- How to detect outliers | Data Science Interview Questions and Answers
- Gaussian Mixture Model (GMM) for Anomaly Detection
- Imbalanced Multi-Class Classification: Balanced Weights May Not Improve Your Model Performance
Recommendation System
- Recommendation System: User-Based Collaborative Filtering
- Recommendation System: Item-Based Collaborative Filtering
- The Ultimate Guide to Evaluating Your Recommendation System
- Hybrid Recommendation System Using User-based and Item-based Collaborative Filtering
Google Colab and Other Tools
- Google Colab Tutorial for Beginners
- How to Use R with Google Colab Notebook
- Install PySpark 3 on Google Colab the Easy Way
- DataRobot Auto ML Tutorial for Beginners 2022
- DataRobot Auto ML for Beginners 2023 New UI
- Setting Up Python Debugger in VSCode
- 2 Ways of Using SQL in Google Colab
ChatGPT
- Unlocking ChatGPT Plus: A Beginner’s Guide to Discovering its Value and Justifying the Investment
- The ChatGPT Power User’s Handbook on Prompts
- Data Science Project Completed in 5 Minutes Using ChatGPT Plugin Noteable
- Use ChatGPT Code Interpreter for Machine Learning Models
Hyperparameter Tuning
- Hyperparameter Tuning For XGBoost
- Hyperparameter Tuning for BERTopic Model in Python
- Hyperparameter Tuning for Time Series Causal Impact Analysis in Python
- Hyperparameter Tuning for Time Series Causal Impact Analysis in R
- Hyperparameter Tuning and Regularization for Time Series Model Using Prophet in Python
- Support Vector Machine (SVM) Hyperparameter Tuning In Python
- LASSO (L1) Vs Ridge (L2) Vs Elastic Net Regularization For Classification Model
Data Science Interview
- What is a p-value? | Data Science Interview Questions and Answers
- What is a t-test? Data Science Interview Questions and Answers
- How to detect outliers | Data Science Interview Questions and Answers
- Correlation vs Causation | Data Science Interview Questions and Answers
- Power Analysis For Sample Size Using Python
- How to evaluate the performance of a binary classification model? | Data Science Interview Questions and Answers
- Bagging vs Boosting vs Stacking in Machine Learning
- How to decide the number of clusters | Data Science Interview Questions and Answers
- Gradient Descent vs. Stochastic Gradient Descent vs. Batch Gradient Descent vs. Mini-batch Gradient Descent
- Top 5 Decision Tree Interview Questions for Data Science and Machine Learning
- Top 7 Support Vector Machine (SVM) Interview Questions for Data Science and Machine Learning
- Top 10 NLP Concepts Interview Questions and Answers
- Top 10 Deep Learning Concept Interview Questions and Answers
- Top 10 Causal Inference Interview Questions and Answers
- Top 20 AB Test Interview Questions and Answers
- Top 12 Statistical Concepts Data Science Interview Questions
- Investigating a Dip in Key Metrics | Data Science Product Case Interview Question
- Top 60 Machine Learning Interview Questions
Clustering Model
- 5 Ways for Deciding Number of Clusters in a Clustering Model
- 4 Clustering Model Algorithms in Python and Which is the Best
- Gaussian Mixture Model (GMM) for Anomaly Detection
- Topic Modeling with Deep Learning Using Python BERTopic
- Hyperparameter Tuning for BERTopic Model in Python
- Hierarchical Topic Model for Airbnb Reviews
