All Data Science & ML Guides
Advanced Stable Diffusion
Advanced Stable Diffusion techniques and parameters Quick reference guide with examples and best practices. Updated November 2025.
AI Documentation Workflow
Document AI behavior by capturing prompts/responses and keeping changelogs Quick reference guide with examples and best practices. Updated November 2025.
AI Ops
Automated incident detection, remediation, and knowledge capture Quick reference guide with examples and best practices. Updated November 2025.
AIOps Anomaly Hunting
Label past incidents, train models, and route anomalies. Quick reference guide with examples and best practices. Updated November 2025.
AIOps Incident Classification
Classify alerts via ML to reduce noise and accelerate triage. Quick reference guide with examples and best practices. Updated November 2025.
AIOps Metric Correlation
Correlate errors, logs, and metrics to highlight root causes. Quick reference guide with examples and best practices. Updated November 2025.
AIOps Playbook
Combine deterministic alerts with ML models Quick reference guide with examples and best practices. Updated November 2025.
Airflow DAG Documentation
Annotate DAGs with descriptions, owners, and tag metadata. Quick reference guide with examples and best practices. Updated November 2025.
Airflow Data Lineage
Add metadata and use Atlas/Marquez to track lineage. Quick reference guide with examples and best practices. Updated November 2025.
Airflow Latency Monitoring
Measure task durations and raise alerts when they exceed thresholds. Quick reference guide with examples and best practices. Updated November 2025.
Airflow Operator Patterns
Group logic with TaskGroups, keep DAGs short, and limit sensors. Quick reference guide with examples and best practices. Updated November 2025.
Airport Codes
IATA airport codes Quick reference guide with examples and best practices. Updated November 2025.
Airtable
Flexible database platform. Airtable combines spreadsheet and database Quick reference guide with examples and best practices. Updated November 2025.
Apache Airflow
Workflow orchestration platform. Use TaskGroups to organize complex DAGs Quick reference guide with examples and best practices. Updated November 2025.
Apache Beam Pipelines
PTransforms, runners, and windowing Quick reference guide with examples and best practices. Updated November 2025.
Apache Flink Basics
Submit jobs, set state backends, and configure event-time windows. Quick reference guide with examples and best practices. Updated November 2025.
Apache Spark
Big data processing framework. Spark processes data in-memory for fast analytics Quick reference guide with examples and best practices. Updated November 2025.
Automation Incident Playbook
Maintain playbooks covering automation triggers, approvals, and rollbacks. Quick reference guide with examples and best practices. Updated November 2025.
Automation Incident Responses
Document failure paths, manual overrides, and backups. Quick reference guide with examples and best practices. Updated November 2025.
Basic Car Repairs
DIY car fixes Quick reference guide with examples and best practices. Updated November 2025.
BigQuery Cost Controls
Filter by partitions, schedule queries, and set quotas to limit spend. Quick reference guide with examples and best practices. Updated November 2025.
Car Maintenance Schedule
Regular vehicle maintenance Quick reference guide with examples and best practices. Updated November 2025.
ChatGPT & AI Prompt Engineering
Master ChatGPT & AI prompting with 40+ techniques, templates, and best practices for writing, coding, and analysis Quick reference guide with examples and best practices. Updated November 2025.
ChatGPT Plugin Development
Building secure and useful ChatGPT plugins with manifests and API handlers Quick reference guide with examples and best practices. Updated November 2025.
Claude AI
Claude AI prompting techniques and best practices Quick reference guide with examples and best practices. Updated November 2025.
Cocktail Recipes
Classic cocktail recipes Quick reference guide with examples and best practices. Updated November 2025.
Container Security Scanning
Scan images for vulnerabilities before they reach registries. Quick reference guide with examples and best practices. Updated November 2025.
Container Storage
Bind PVs, tune reclaim policies, and monitor volume health Quick reference guide with examples and best practices. Updated November 2025.
Cursor AI
Cursor AI IDE cheat sheet covering Cmd+K, chat features, codebase search, AI rules, and AI-powered coding workflows. Quick reference guide with examples and best practices. Updated November 2025.
Data Engineering Pipelines
ETL/ELT stages, orchestration, and monitoring for reliable data delivery Quick reference guide with examples and best practices. Updated November 2025.
Data Monitoring Observability
Plot freshness, accuracy, completeness metrics and alert promoters. Quick reference guide with examples and best practices. Updated November 2025.
Data Quality Checklists
Enumerate quality checks (freshness, accuracy) with owners and thresholds. Quick reference guide with examples and best practices. Updated November 2025.
Data Quality Observability (Batch 8)
Monitor accuracy, freshness, and completeness metrics. Quick reference guide with examples and best practices. Updated November 2025.
Data Quality Ops
Automate data quality checks, alert on anomalies, and close loops. Quick reference guide with examples and best practices. Updated November 2025.
Data Visualization Principles
Chart selection, color, and storytelling tips for dashboards Quick reference guide with examples and best practices. Updated November 2025.
dbt Metrics Templates
Define shared metric templates with consistent calculations. Quick reference guide with examples and best practices. Updated November 2025.
dbt Test Strategy
Combine schema/general/custom tests to guard models. Quick reference guide with examples and best practices. Updated November 2025.
Dog Training Basics
Train your dog effectively Quick reference guide with examples and best practices. Updated November 2025.
Edge Computing
Deploy workloads near users with constrained resources, caching, and resilient networking Quick reference guide with examples and best practices. Updated November 2025.
Email Etiquette
Professional email writing Quick reference guide with examples and best practices. Updated November 2025.
Feature Store Best Practices
Keep feature definitions centralized, document freshness, and protect access. Quick reference guide with examples and best practices. Updated November 2025.
Fly.io Deployment
Fly.io deployment commands, scaling, and regional configuration Quick reference guide with examples and best practices. Updated November 2025.
GKE Node Auto-repair
Enable node auto-repair to replace unhealthy nodes without manual intervention. Quick reference guide with examples and best practices. Updated November 2025.
GKE Pod Security Policies (Batch 8)
Apply PodSecurityPolicy-style constraints for GKE workloads. Quick reference guide with examples and best practices. Updated November 2025.
Home Maintenance Schedule
Regular home upkeep Quick reference guide with examples and best practices. Updated November 2025.
Hugging Face
Transformers and model hub. Hugging Face Hub has 100k+ pre-trained models Quick reference guide with examples and best practices. Updated November 2025.
Incident Response
Declare incidents, contain, communicate, and learn Quick reference guide with examples and best practices. Updated November 2025.
Jupyter Notebooks
Interactive Python notebooks Quick reference guide with examples and best practices. Updated November 2025.
Keras
High-level neural networks API. Keras is now integrated into TensorFlow 2.0+ Quick reference guide with examples and best practices. Updated November 2025.
LangChain
Building LLM-powered applications. LangChain simplifies building with LLMs Quick reference guide with examples and best practices. Updated November 2025.
LangChain API Models
Design LangChain projects that mix API calls and LLM agents. Quick reference guide with examples and best practices. Updated November 2025.
LangChain Cache Strategies
Store predictions and embeddings to reduce calls and keep context consistent. Quick reference guide with examples and best practices. Updated November 2025.
LangChain Context Window
Summarize or chunk history so token limits stay under control. Quick reference guide with examples and best practices. Updated November 2025.
LangChain Prompt Architecture
Design chains/agents, templates, and evaluations for grounded prompts. Quick reference guide with examples and best practices. Updated November 2025.
LangChain Security Patterns
Add guardrails, schema validation, and accountability logs to chains. Quick reference guide with examples and best practices. Updated November 2025.
Language Immersion Plans
Combine daily reading, speaking, and partners to build fluency. Quick reference guide with examples and best practices. Updated November 2025.
Lightroom Mobile
Lightroom Mobile cheat sheet with presets, adjustments, sync, and mobile photo editing workflow. Quick reference guide with examples and best practices. Updated November 2025.
LLM Comparison
Comprehensive comparison of GPT-4, Claude, Gemini and other AI language models Quick reference guide with examples and best practices. Updated November 2025.
LLM Prompt Chaining
Design chains that feed outputs into new prompts or tools to solve multi-step problems Quick reference guide with examples and best practices. Updated November 2025.
Looker
Business intelligence and data analytics. Use liquid templating for dynamic SQL in LookML Quick reference guide with examples and best practices. Updated November 2025.
Matplotlib
Data visualization Quick reference guide with examples and best practices. Updated November 2025.
Midjourney
Midjourney prompt engineering guide with parameters, styles, and tips for AI art generation Quick reference guide with examples and best practices. Updated November 2025.
ML Experiment Tracking Workflow
Log experiments, register models, and promote the best runs. Quick reference guide with examples and best practices. Updated November 2025.
ML Interpretability
Techniques to explain predictions and audit models Quick reference guide with examples and best practices. Updated November 2025.
ML Model Monitoring
Keep models healthy with metrics for performance, data quality, and alerts Quick reference guide with examples and best practices. Updated November 2025.
MLflow Model Registry
Register, tag, compare, and promote models through stages. Quick reference guide with examples and best practices. Updated November 2025.
MLOps Continuous Delivery
Pipeline models through staging and production with tests and approvals. Quick reference guide with examples and best practices. Updated November 2025.
MLOps Feature Flags
Introduce new models behind toggles and collect feedback per cohort. Quick reference guide with examples and best practices. Updated November 2025.
MLOps Notebooks as Code
Convert notebooks to scripts, log outputs via MLflow, and treat them as code. Quick reference guide with examples and best practices. Updated November 2025.
Monitoring Dashboard Drilldowns (Batch 8)
Add drilldown links from summary panels to detail views with context. Quick reference guide with examples and best practices. Updated November 2025.
MQTT
MQTT protocol cheat sheet covering brokers, topics, QoS levels, publish/subscribe patterns, retained messages, last will, and security. Quick reference guide with examples and best practices. Updated November 2025.
New Relic
Application performance monitoring. New Relic provides deep application insights Quick reference guide with examples and best practices. Updated November 2025.
Node.js Streams
Readable, writable, transform, and pipeline helpers Quick reference guide with examples and best practices. Updated November 2025.
Notebook Automation
Automate reporting notebooks with parameters Quick reference guide with examples and best practices. Updated November 2025.
Notion Product Ops Daily
Capture daily blockers, insights, and decisions for operators. Quick reference guide with examples and best practices. Updated November 2025.
NumPy
Numerical computing Quick reference guide with examples and best practices. Updated November 2025.
Observability Basics
Metrics, traces, logs, and alerting patterns for modern stacks Quick reference guide with examples and best practices. Updated November 2025.
OpenAI API
GPT integration guide. GPT-4 is more capable but more expensive than GPT-3.5 Quick reference guide with examples and best practices. Updated November 2025.
OpenAI Guardrails
System prompts + validation for safer outputs Quick reference guide with examples and best practices. Updated November 2025.
Pandas
Python data manipulation Quick reference guide with examples and best practices. Updated November 2025.
Personal Knowledge Management
Capture ideas, connect notes, and review insights consistently Quick reference guide with examples and best practices. Updated November 2025.
Photo Editing RAW Workflow
Adjust RAW files in a structured order: exposure, tone, color, details. Quick reference guide with examples and best practices. Updated November 2025.
Power BI
Microsoft business analytics platform. Use Power Query M language for complex transformations Quick reference guide with examples and best practices. Updated November 2025.
Prompt Engineering
Guide LLMs with structured context, examples, and guardrails Quick reference guide with examples and best practices. Updated November 2025.
PyTorch
Deep learning framework by Meta. PyTorch provides dynamic computation graphs Quick reference guide with examples and best practices. Updated November 2025.
Railway Deployment
Railway CLI commands, deployment, and environment configuration Quick reference guide with examples and best practices. Updated November 2025.
Remote Onboarding Rituals
Schedule welcome chats, buddy pairings, and tool walkthroughs. Quick reference guide with examples and best practices. Updated November 2025.
Render Deployment
Render services, blueprints, and deployment configuration Quick reference guide with examples and best practices. Updated November 2025.
Responsible AI Ethics Checklist
Audit datasets, document decisions, and plan human touchpoints. Quick reference guide with examples and best practices. Updated November 2025.
Sales Enablement
Create product playbooks, training rituals, and battlecards Quick reference guide with examples and best practices. Updated November 2025.
Salesforce Automation
Flows, Process Builder replacements, and email templates Quick reference guide with examples and best practices. Updated November 2025.
SAML Identity
Define SSO flows, certificates, and attribute mapping Quick reference guide with examples and best practices. Updated November 2025.
Scikit-learn
Machine learning in Python Quick reference guide with examples and best practices. Updated November 2025.
Sewing Machine Basics
Parts, stitches, and beginner techniques Quick reference guide with examples and best practices. Updated November 2025.
SonarQube
Code quality and security analysis. SonarQube prevents code quality degradation Quick reference guide with examples and best practices. Updated November 2025.
Spark Job Tuning
Adjust shuffle partitions, caching, and join strategies to reduce latency. Quick reference guide with examples and best practices. Updated November 2025.
Spark Stream Windowing
Use event-time windows, watermarks, and watermark delays for accuracy. Quick reference guide with examples and best practices. Updated November 2025.
SRE Playbook
SLIs, incident handling, and post-mortems for reliability engineering Quick reference guide with examples and best practices. Updated November 2025.
Stable Diffusion
AI image generation. Lower CFG scale for more creative, higher for more literal Quick reference guide with examples and best practices. Updated November 2025.
Stable Diffusion Prompts
Stable Diffusion prompt engineering guide Quick reference guide with examples and best practices. Updated November 2025.
Stain Removal
Common stain treatments Quick reference guide with examples and best practices. Updated November 2025.
Tableau
Business intelligence and data visualization. Use LOD expressions for advanced aggregations Quick reference guide with examples and best practices. Updated November 2025.
Tenant Rights
Renter protections Quick reference guide with examples and best practices. Updated November 2025.
Tool Identification
Common hand tools Quick reference guide with examples and best practices. Updated November 2025.
Travel Hacks
Smart travel tips Quick reference guide with examples and best practices. Updated November 2025.
TSA Rules
Airport security guidelines Quick reference guide with examples and best practices. Updated November 2025.
Ukulele Chords
Basic ukulele chords Quick reference guide with examples and best practices. Updated November 2025.
Vector Database Tuning
Tune dimensions, distance metrics, and refresh policies for fast retrieval. Quick reference guide with examples and best practices. Updated November 2025.
Vector Search
Building similarity search with embeddings and distance metrics Quick reference guide with examples and best practices. Updated November 2025.
Watercolor Techniques
Watercolor painting guide Quick reference guide with examples and best practices. Updated November 2025.
Wine Pairing
Food and wine combinations Quick reference guide with examples and best practices. Updated November 2025.
Woodworking Joint Types
Common joints and their uses Quick reference guide with examples and best practices. Updated November 2025.
World Time Zones
Major city time zones Quick reference guide with examples and best practices. Updated November 2025.