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Geospatial
Geospatial Data Science
Optimizing Cross-Docking Location Through Heat Map Analysis
Change Detection
Multitemporal Remote Change Detection
Spatial Optimization
LSCP - Real World Facility Location Problem
LSCP - Pulp Method
Spatial Hypotesis and Autocorrelation
Route-based Combinatorial Optimization Problems
Route-based Graph
Point Pattern Analysis
Spatial Randomness
Spatial Regression
Livability Index Measurement
Geospatial Monitoring of Sustainable Development
Species Distribution Modeling
Species Distribution Modeling (SDMs) with Machine Learning
Species Distribution Modeling using Maxent Model
Species Distribution Modeling (SDMs) with Unsupervised Learning
Geospatial Environmental Data Extraction and Analysis
Snippet Code
Map Plot
Interactive Map Plot
Generating Point in Polygon
Generating Grid area
H3 Spatial Index
Covering Radius
Spatial Interpolation
Voronoi Diagram
Geocoding
Clustering Area
Get Center Location
Cluster Points
How to Calculate Distance
Topological Measures
Analyze Distance and Attractiveness using Huff models
Change Prediction at Spatial and Temporal
ArcGIS Pro
Snippet
Exploring geospatial relationships
Modifying Spatial Data
Basic Presenting Map Project
Geoprocessing Model - Automating tasks
Geoprocessing Model - ModelBuilder
Geoprocessing Model - Automating with Python
Geo-enabling data - geocoding
Analyzing spatial and temporal patterns
Determining suitability
Change Detection
Water Extraction and Change Detection
Unsupervised Classification - ISO Cluster
Scraping Data
Extract Tables from PDFs with Automation
Scraping Geospatial Data
Scraping Data with Google Maps API
Nearby Feature Spatial
Extract Specific Geographic Data
Extract Polygon Data
Extract Graph Data
Remote Sensing Image Dataset
Recommendation System
Optimizing Supply and Demand Matchmaking
Recommendation System 101
Modern Recommendation System Framework
Candidate Generation
Scoring
Re-ranking
Evaluation
Scoring
Credit Scoring 101
Scorecard Method
Scoring for Customers
Attractiveness Ranking (MCDA & EWM)
Multiple-criteria decision analysis (MCDA)
Segmentation and Clustering
RFM analysis in Hospitality
ML DL AI
End-to-End Data Science Workflow
How to evaluate your machine learning models?
Machine Learning System Design
Summarize Evaluation Model
How to improve Deep Learning result?
Propensity Model
EDA Churn Analysis (Part 1)
Churn and Propensity Analysis (Part 2)
CLTV Analysis (Part 3)
LLM and Gen-AI
Pgvector - 101
Vector Databases - 101
RAG - 101
RAG + LLM Chat using Web Data
LLM Chat with Database Data
Masking PII data
Description Analytics
Use Case Descriptive and Diagnostic Analytics
Describe Data
Uniqueness
Profiling data
Aggregate data
Description Dataframe
Missing Value
Additional Description
Snippet Code
Statistics
How to Calculate Distance
Regression Analysis
Distribution
Transformations Parameters
Data Strategic
Data Quality
Data Cleaning Strategic
Data Quality Checklist
Data Quality Profiling Report
Data Product Lifecycle
Data and Analytics Maturity Map
Data Design Pattern
Data Modeling Process
Data Medallion Architecture
Data Pipeline Design Patterns
Pipeline Design Patterns 101
Data Warehouse 101
Impact Measurement
Dashboard Strategic
Data Architecture
Data Governance
Data Engineering
Database Practice - Normalization
Database Practice - SCDs
End-to-End Data Pipeline
Build Ingest Process [Data Pipeline part 1]
Data Modeling
Real-Time Data Pipeline Using Kafka
Query Optimization
Data Catalog
Data Management BoK
Data Management Principles
Data Integration and Interoperability
Data Quality
Big Data and Data Science
Data Management Maturity Assessment
Computer Vision
YOLO in Computer Vision
YOLOv12 Object Detection Model
Detecting Palm Trees using Deep Learning
Image Data Quality Assessment
Land Change Detection
Knowledge Vaults
kv - Solutions
Some solutions for specific cases
Data Collection
Data Scientist and AI Strategies
Statistical Tests
LLM - AI Agent 101
LLM - AI Agent 101 Notes
A/B Testing Technical 101
A/B Testing 101
Cybersecurity 101
kv - Visualization
Visualization 101
Visualization Tips
Types of Analytical Applications
kv - Geospatial
Main Indexs For Remote Sensing
kv - Managerial
Leading Through Change
How To Delegate
The Feedback
How to 1 on 1 Meeting
Decision Making
How to Prioritize Tasks
kv - Template
RFC Template
Tools
Streamlit 101
Power BI 101
Power BI First Step
Kedro 101
Docker 101
Python environment 101
Kafka 101
Knowledge Vaults
kv - Template
Data Science Portfolio
Personal Projects and Curiosity-Driven Explorations
Templates 101
Templates
Foundation
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Links
Source code on
my github