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Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Openai Evals Creating a model graded eval
- Workflow:Guardrails ai Guardrails Streaming Validation
- Workflow:Apache Druid Batch Data Ingestion
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:LaurentMazare Tch rs LLM Text Generation
- Workflow:Langgenius Dify Application Creation
- Workflow:Langgenius Dify App Creation and Configuration
- Workflow:Webdriverio Webdriverio Standalone Browser Automation
- Workflow:LLMBook zh LLMBook zh github io Inference and Quantization
- Workflow:Kubeflow Pipelines XGBoost Training Pipeline
Principles
- Principle:Neuml Txtai Custom Function Tools
- Principle:LMCache LMCache Disaggregated Prefill Prerequisites
- Principle:Langgenius Dify App Type Selection
- Principle:VainF Torch Pruning BN Scale Regularization
- Principle:Groq Groq python Speech Request Configuration
- Principle:Isaac sim IsaacGymEnvs ADR State Checkpointing
- Principle:Online ml River Anomaly Scoring Interface
- Principle:Open compass VLMEvalKit Model Registration
- Principle:OpenGVLab InternVL Mixed Preference Optimization
- Principle:Norrrrrrr lyn WAInjectBench Training Data Loading
Implementations
- Implementation:Ggml org Llama cpp Llama Get Embeddings
- Implementation:Nautechsystems Nautilus trader StrategyConfig Definition
- Implementation:Huggingface Diffusers Enable Model Cpu Offload
- Implementation:Openai Openai agents python Codex Same Thread Pattern
- Implementation:OpenGVLab InternVL Concat Pad Data Collator
- Implementation:ArroyoSystems Arroyo State Core
- Implementation:ClickHouse ClickHouse Defines
- Implementation:Duckdb Duckdb FastPForLib
- Implementation:Fede1024 Rust rdkafka StreamConsumer Stream
- Implementation:Togethercomputer Together python Endpoints Resource
Heuristics
- Heuristic:Langfuse Langfuse LLM Rate Limit 24h Abandon
- Heuristic:Elevenlabs Elevenlabs python Text Chunking Splitter Characters
- Heuristic:Mage ai Mage ai Sorted Data Bookmark Strategy
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:HKUDS AI Trader Market Type Auto Detection
- Heuristic:Microsoft Autogen Warning Deprecated JSON Env Files
- Heuristic:Axolotl ai cloud Axolotl Gradient Checkpointing Reentrant Rules
- Heuristic:SeleniumHQ Selenium Cross Binding Consistency Check
- Heuristic:Fastai Fastbook Dropout Regularization
- Heuristic:Microsoft DeepSpeedExamples ZeRO Inference Throughput Tuning
Environments
- Environment:DataExpert io Data engineer handbook Flink Kafka Docker Environment
- Environment:Farama Foundation Gymnasium MuJoCo Physics Backend
- Environment:Huggingface Optimum GPTQ Quantization Environment
- Environment:Getgauge Taiko Linux System Libraries
- Environment:Astronomer Astronomer cosmos Python Airflow Runtime
- Environment:Zai org CogVideo SAT Framework Environment
- Environment:Openai Openai agents python Voice Dependencies
- Environment:TobikoData Sqlmesh Python Runtime
- Environment:Pola rs Polars GPU Execution Environment
- Environment:PacktPublishing LLM Engineers Handbook Selenium Chrome Crawler Environment