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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:NVIDIA NeMo Curator Semantic Deduplication
- Workflow:Apache Kafka Topic Management
- Workflow:DataExpert io Data engineer handbook AB Experimentation Server
- Workflow:Huggingface Open r1 Reasoning Data Generation
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Anthropics Anthropic sdk python Tool Use Integration
- Workflow:Microsoft LoRA NLU GLUE Finetuning
- Workflow:Predibase Lorax Structured JSON Output
- Workflow:Groq Groq python Batch Processing
- Workflow:Deepset ai Haystack Document Indexing Pipeline
Principles
- Principle:DistrictDataLabs Yellowbrick Feature Ranking
- Principle:BerriAI Litellm Fine Tuned Model Usage
- Principle:DevExpress Testcafe Element Selection
- Principle:Promptfoo Promptfoo Provider Registry
- Principle:DistrictDataLabs Yellowbrick Type Introspection
- Principle:Haifengl Smile Numerical Conversion
- Principle:Lm sys FastChat OpenAI Client Interaction
- Principle:Spcl Graph of thoughts LLM Prompt Generation
- Principle:CARLA simulator Carla Synchronous Simulation Mode
- Principle:Langfuse Langfuse Worker Event Processing
Implementations
- Implementation:Pyro ppl Pyro OMTMultivariateNormal
- Implementation:Ollama Ollama Chat Prompt
- Implementation:Apache Shardingsphere EtcdDistributedLock Lock
- Implementation:Avhz RustQuant MonteCarloPricer price monte carlo
- Implementation:Langchain ai Langchain BaseStoreTests
- Implementation:Microsoft Onnxruntime CPU ReductionOps
- Implementation:Pytorch Serve Api Utils
- Implementation:Mage ai Mage ai Chargebee Item Model Subscriptions Schema
- Implementation:ArroyoSystems Arroyo Json Schema Converter
- Implementation:Apache Dolphinscheduler DataSourceClientProvider Cache Lifecycle
Heuristics
- Heuristic:Predibase Lorax CUDA Graph Batch Size Caching
- Heuristic:Romsto Speculative Decoding KV Cache Instability
- Heuristic:Elevenlabs Elevenlabs python Text Chunking Splitter Characters
- Heuristic:Onnx Onnx Opset Version Selection
- Heuristic:Junyanz Pytorch CycleGAN and pix2pix Test Train Option Consistency
- Heuristic:Datahub project Datahub Gradle Task Only
- Heuristic:Openai Whisper Median Word Duration Clamping
- Heuristic:Spotify Luigi Dynamic Requirements Generator
- Heuristic:PrefectHQ Prefect SQLite Performance Tuning
- Heuristic:Huggingface Trl Gradient Checkpointing Use Reentrant
Environments
- Environment:Langfuse Langfuse Redis 7 Queue Cache
- Environment:ClickHouse ClickHouse Linux Build Environment
- Environment:Iterative Dvc DVC Environment Variables
- Environment:Kserve Kserve GPU Accelerator
- Environment:Axolotl ai cloud Axolotl Python Runtime
- Environment:Nautechsystems Nautilus trader Databento API Credentials
- Environment:Apache Airflow Docker Container Environment
- Environment:Testtimescaling Testtimescaling github io GitHub Actions Runner
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:MarketSquare Robotframework browser Python Runtime