Advanced Stable Diffusion

Advanced Stable Diffusion techniques and parameters

stable diffusion, ai art, prompt engineering, controlnet, img2img

AI Documentation Workflow

Document AI behavior by capturing prompts/responses and keeping changelogs

ai documentation, workflow, prompts

AI Ops

Automated incident detection, remediation, and knowledge capture

ai ops, automation, anomaly detection, observability

AIOps Anomaly Hunting

Label past incidents, train models, and route anomalies.

aiops, anomaly

AIOps Incident Classification

Classify alerts via ML to reduce noise and accelerate triage.

aiops, incidents, classification

AIOps Metric Correlation

Correlate errors, logs, and metrics to highlight root causes.

aiops, correlation

AIOps Playbook

Combine deterministic alerts with ML models

aiops, automation, observability

Airflow DAG Documentation

Annotate DAGs with descriptions, owners, and tag metadata.

airflow, docs

Airflow Data Lineage

Add metadata and use Atlas/Marquez to track lineage.

airflow, lineage

Airflow Latency Monitoring

Measure task durations and raise alerts when they exceed thresholds.

airflow, latency, sla

Airflow Operator Patterns

Group logic with TaskGroups, keep DAGs short, and limit sensors.

airflow, operator, dag

Airport Codes

IATA airport codes

airport, travel, codes

Airtable | CheatSheets Hub

Flexible database platform. Airtable combines spreadsheet and database

airtable, database, spreadsheet, collaboration

Apache Airflow | CheatSheets Hub

Workflow orchestration platform. Use TaskGroups to organize complex DAGs

airflow, workflow, data pipeline

Apache Beam Pipelines

PTransforms, runners, and windowing

apache beam, dataflow, pipelines

Apache Flink Basics

Submit jobs, set state backends, and configure event-time windows.

flink, stream, state

Apache Spark | CheatSheets Hub

Big data processing framework. Spark processes data in-memory for fast analytics

spark, big data, data engineering

Automation Incident Playbook

Maintain playbooks covering automation triggers, approvals, and rollbacks.

automation, incident

Automation Incident Responses

Document failure paths, manual overrides, and backups.

automation, incident response

Basic Car Repairs

DIY car fixes

car, repairs, diy, automotive

BigQuery Cost Controls

Filter by partitions, schedule queries, and set quotas to limit spend.

bigquery, cost

Car Maintenance Schedule

Regular vehicle maintenance

car, automotive, maintenance, vehicle

ChatGPT & AI Prompt Engineering

Master ChatGPT & AI prompting with 40+ techniques, templates, and best practices for writing, coding, and analysis

chatgpt, ai prompting, prompt engineering, gpt-4, claude, ai templates, few-shot learning

ChatGPT Plugin Development

Building secure and useful ChatGPT plugins with manifests and API handlers

chatgpt, plugins, openai, api, manifest

Claude AI

Claude AI prompting techniques and best practices

claude ai, anthropic, prompting, ai assistant, llm

Cocktail Recipes

Classic cocktail recipes

cocktails, drinks, bartending, mixology

Container Security Scanning

Scan images for vulnerabilities before they reach registries.

container security, scanning, sbom

Container Storage

Bind PVs, tune reclaim policies, and monitor volume health

container storage, pv, pvc, csi

Cursor AI

Cursor AI IDE cheat sheet covering Cmd+K, chat features, codebase search, AI rules, and AI-powered coding workflows.

Data Engineering Pipelines

ETL/ELT stages, orchestration, and monitoring for reliable data delivery

data engineering, etl, orchestration, airflow, dagster

Data Monitoring Observability

Plot freshness, accuracy, completeness metrics and alert promoters.

data monitoring

Data Quality Checklists

Enumerate quality checks (freshness, accuracy) with owners and thresholds.

data quality, checklist

Data Quality Observability (Batch 8)

Monitor accuracy, freshness, and completeness metrics.

data quality, observability

Data Quality Ops

Automate data quality checks, alert on anomalies, and close loops.

data quality, monitoring, reliability

Data Visualization Principles

Chart selection, color, and storytelling tips for dashboards

data visualization, charts, dashboard, storytelling

dbt Metrics Templates

Define shared metric templates with consistent calculations.

dbt, metrics

dbt Test Strategy

Combine schema/general/custom tests to guard models.

dbt, tests, data

DevSecOps Automation

Policy-as-code, secure pipelines, and automated approvals

devsecops, security automation, policy as code, compliance

Dog Training Basics

Train your dog effectively

dog, training, pets, commands

Edge Computing

Deploy workloads near users with constrained resources, caching, and resilient networking

edge computing, iot, caching, latency, delivery

Email Etiquette

Professional email writing

email, communication, professional

Feature Store Best Practices

Keep feature definitions centralized, document freshness, and protect access.

feature store, data science, features

Fly.io Deployment

Fly.io deployment commands, scaling, and regional configuration

flyio, deployment, edge, containers, scaling

GKE Node Auto-repair

Enable node auto-repair to replace unhealthy nodes without manual intervention.

gke, node auto repair, kubernetes

GKE Pod Security Policies (Batch 8)

Apply PodSecurityPolicy-style constraints for GKE workloads.

gke, pod security policy, policies

Home Maintenance Schedule

Regular home upkeep

home, maintenance, repairs

Hugging Face | CheatSheets Hub

Transformers and model hub. Hugging Face Hub has 100k+ pre-trained models

hugging face, transformers, nlp, ai models

Incident Response

Declare incidents, contain, communicate, and learn

incident response, postmortem, playbook, communication

Jupyter Notebooks

Interactive Python notebooks

jupyter, python, data science, notebooks

Keras | CheatSheets Hub

High-level neural networks API. Keras is now integrated into TensorFlow 2.0+

keras, tensorflow, deep learning, neural networks

LangChain API Models

Design LangChain projects that mix API calls and LLM agents.

langchain, llm, agents, api

LangChain Cache Strategies

Store predictions and embeddings to reduce calls and keep context consistent.

langchain, cache

LangChain Context Window

Summarize or chunk history so token limits stay under control.

langchain, context window

LangChain Prompt Architecture

Design chains/agents, templates, and evaluations for grounded prompts.

langchain, prompts, agents, llm

LangChain Security Patterns

Add guardrails, schema validation, and accountability logs to chains.

langchain, security

LangChain | CheatSheets Hub

Building LLM-powered applications. LangChain simplifies building with LLMs

langchain, llm, ai, gpt, chatbot

Language Immersion Plans

Combine daily reading, speaking, and partners to build fluency.

language, immersion

Lightroom Mobile

Lightroom Mobile cheat sheet with presets, adjustments, sync, and mobile photo editing workflow.

lightroom mobile, photo editing, presets, adjustments, sync, cheat sheet

LLM Comparison

Comprehensive comparison of GPT-4, Claude, Gemini and other AI language models

llm comparison, gpt-4, claude, gemini, ai models, chatgpt

LLM Prompt Chaining

Design chains that feed outputs into new prompts or tools to solve multi-step problems

llm, prompting, chain-of-thought, agents, langchain

Logseq

Logseq cheat sheet with features, queries, plugins, and knowledge management.

logseq, note-taking, knowledge graph, queries, plugins, cheat sheet

Matplotlib

Data visualization

matplotlib, python, plots

Midjourney

Midjourney prompt engineering guide with parameters, styles, and tips for AI art generation

midjourney, ai art, prompt engineering, image generation, discord

ML Experiment Tracking Workflow

Log experiments, register models, and promote the best runs.

mlflow, tracking, mlops

ML Interpretability

Techniques to explain predictions and audit models

ml, interpretability, shap, lime, explainability

ML Model Monitoring

Keep models healthy with metrics for performance, data quality, and alerts

ml, monitoring, drift, latency, observability

MLA Citation Format

Comprehensive MLA 9th edition citation guide with 35+ examples for books, journals, websites, media, and social sources

mla, citation, academic, writing, mla 9th edition, works cited

MLflow Model Registry

Register, tag, compare, and promote models through stages.

mlflow, model registry

MLOps Continuous Delivery

Pipeline models through staging and production with tests and approvals.

mlops, cd, model

MLOps Feature Flags

Introduce new models behind toggles and collect feedback per cohort.

mlops, feature flags

MLOps Notebooks as Code

Convert notebooks to scripts, log outputs via MLflow, and treat them as code.

mlops, notebooks

Monitoring Dashboard Drilldowns (Batch 8)

Add drilldown links from summary panels to detail views with context.

monitoring, dashboards

MQTT

MQTT protocol cheat sheet covering brokers, topics, QoS levels, publish/subscribe patterns, retained messages, last will...

New Relic | CheatSheets Hub

Application performance monitoring. New Relic provides deep application insights

new relic, apm, monitoring, observability

Node.js Streams

Readable, writable, transform, and pipeline helpers

node streams, readable, writable, pipeline, backpressure

Notebook Automation

Automate reporting notebooks with parameters

notebook automation, papermill, nbconvert

Notion Product Ops Daily

Capture daily blockers, insights, and decisions for operators.

notion, product ops

NumPy

Numerical computing

numpy, python, arrays

Observability Basics

Metrics, traces, logs, and alerting patterns for modern stacks

observability, metrics, logs, tracing, alerting

OpenAI API | CheatSheets Hub

GPT integration guide. GPT-4 is more capable but more expensive than GPT-3.5

openai, gpt, chatgpt, ai api

OpenAI Guardrails

System prompts + validation for safer outputs

openai, guardrails, prompt, safety

Paint Color Matching

Interior paint guide

paint, colors, interior design

Pandas

Python data manipulation

pandas, python, dataframe

Personal Knowledge Management

Capture ideas, connect notes, and review insights consistently

pkm, knowledge management, zettelkasten, productivity

Photo Editing RAW Workflow

Adjust RAW files in a structured order: exposure, tone, color, details.

photo editing, raw

Prompt Engineering

Guide LLMs with structured context, examples, and guardrails

prompt engineering, llm, instructions, context, few-shot

PyTorch | CheatSheets Hub

Deep learning framework by Meta. PyTorch provides dynamic computation graphs

pytorch, deep learning, neural networks, ai

Railway Deployment

Railway CLI commands, deployment, and environment configuration

railway, deployment, cli, hosting, devops

Remote Onboarding Rituals

Schedule welcome chats, buddy pairings, and tool walkthroughs.

remote, onboarding

Render Deployment

Render services, blueprints, and deployment configuration

render, deployment, hosting, services, devops

Responsible AI Ethics Checklist

Audit datasets, document decisions, and plan human touchpoints.

ai ethics, governance, responsible ai, fairness

Sales Enablement

Create product playbooks, training rituals, and battlecards

sales enablement, playbooks, training, content

Salesforce Automation

Flows, Process Builder replacements, and email templates

salesforce, automation, flow, crm, email, workflow

SAML Identity

Define SSO flows, certificates, and attribute mapping

saml, identity, assertion, sp, idp

Scikit-learn

Machine learning in Python

sklearn, machine learning, python, ml

Security Compliance Matrix

Track controls, evidence, and owners against PCI, SOC2, HIPAA, etc.

security, compliance

Security Essentials

Defense-in-depth, auth hardening, and incident milestones for every team

security, defense, authentication, incident response, best practices

Security Team Roles

Define centaurs for compliance, incidents, vulnerabilities, and toolchain.

security, roles

Sewing Machine Basics

Parts, stitches, and beginner techniques

sewing, sewing machine, stitches, fabric

SonarQube | CheatSheets Hub

Code quality and security analysis. SonarQube prevents code quality degradation

sonarqube, code quality, static analysis, security

Spark Job Tuning

Adjust shuffle partitions, caching, and join strategies to reduce latency.

spark, tuning, shuffle

Spark Stream Windowing

Use event-time windows, watermarks, and watermark delays for accuracy.

spark, streaming

SRE Playbook

SLIs, incident handling, and post-mortems for reliability engineering

site reliability engineering, sli, slo, incident response

Stable Diffusion Prompts

Stable Diffusion prompt engineering guide

stable diffusion, prompts, ai art, prompt guide, modifiers

Stable Diffusion | CheatSheets Hub

AI image generation. Lower CFG scale for more creative, higher for more literal

stable diffusion, ai art, image generation, diffusion

Stain Removal

Common stain treatments

stains, laundry, cleaning

Streamlabs

Streamlabs widgets, alerts, chatbot commands, and overlays

streamlabs, streaming, twitch, youtube, obs, alerts

Tenant Rights

Renter protections

tenant, renting, rights, housing

Tool Identification

Common hand tools

tools, diy, hardware

Travel Hacks

Smart travel tips

travel, tips, hacks

TSA Rules

Airport security guidelines

tsa, airport, security, travel

Ukulele Chords

Basic ukulele chords

ukulele, chords, music, beginner

Vector Database Tuning

Tune dimensions, distance metrics, and refresh policies for fast retrieval.

vector database, similarity, pinecone, milvus

Vector Search

Building similarity search with embeddings and distance metrics

vector search, embeddings, similarity, ai, retrieval

Watercolor Techniques

Watercolor painting guide

watercolor, painting, art, techniques

Wine Pairing

Food and wine combinations

wine, pairing, food

Woodworking Joint Types

Common joints and their uses

woodworking, joints, carpentry, diy

World Time Zones

Major city time zones

time zones, travel, world