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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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|---|---|---|
| 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:Speechbrain Speechbrain Speaker Embedding Training
- Workflow:LMCache LMCache Disaggregated Prefill
- Workflow:ArroyoSystems Arroyo Checkpoint Recovery
- Workflow:Haifengl Smile Model Serving Pipeline
- Workflow:Wandb Weave SDK Release
- Workflow:Cohere ai Cohere python AWS Bedrock Deployment
- Workflow:Rapidsai Cuml Random Forest Training And Inference
- Workflow:Snorkel team Snorkel Data Augmentation
- Workflow:Treeverse LakeFS External Data Import
- Workflow:FMInference FlexLLMGen Text Completion API
Principles
- Principle:Apache Shardingsphere Shadow Algorithm Evaluation
- Principle:Langfuse Langfuse Observation Evaluation Scheduling
- Principle:Webdriverio Webdriverio BrowserStack Funnel Instrumentation
- Principle:Confident ai Deepeval Dataset Publishing
- Principle:Dotnet Machinelearning Binary Classification Training
- Principle:NVIDIA NeMo Aligner DPO Preference Data Preparation
- Principle:OpenBMB UltraFeedback Environment Setup
- Principle:Gretelai Gretel synthetics Synthetic Data Quality Evaluation
- Principle:Duckdb Duckdb Integer Bit Packing
- Principle:Sdv dev SDV Column Distribution Visualization
Implementations
- Implementation:Hpcaitech ColossalAI LoRA Finetune Script
- Implementation:Mlc ai Mlc llm Threaded Engine
- Implementation:Apache Druid Tuning Config Form
- Implementation:Evidentlyai Evidently Project Add And Configure
- Implementation:CARLA simulator Carla World API Spec
- Implementation:Eventual Inc Daft Pyproject Configuration
- Implementation:Openai Openai python Response Input File Param
- Implementation:Tensorflow Serving Session Bundle Util
- Implementation:Lance format Lance UdfRegistration
- Implementation:Apache Kafka Kafka Server Start Script
Heuristics
- Heuristic:Gretelai Gretel synthetics Parallel Generation CUDA Disable
- Heuristic:Deepset ai Haystack Pipeline Max Runs Safety Limit
- Heuristic:PacktPublishing LLM Engineers Handbook Token Window Safety Margin
- Heuristic:Google research Deduplicate text datasets Variable Width Pointer Optimization
- Heuristic:Tencent Ncnn FP16 Precision Selection
- Heuristic:Spotify Luigi Marker Table Idempotency
- Heuristic:Tensorflow Serving Batching Thread Tuning
- Heuristic:Apache Dolphinscheduler Datasource Cache Expiry
- Heuristic:Turboderp org Exllamav2 Dynamic Generator Tuning
- Heuristic:Fede1024 Rust rdkafka Queue Buffering Priority
Environments
- Environment:Online ml River Build Toolchain
- Environment:OpenHands OpenHands Frontend Build Environment
- Environment:Liu00222 Open Prompt Injection CUDA Environment
- Environment:Deepset ai Haystack Python Runtime Environment
- Environment:Apache Spark Python Environment
- Environment:Arize ai Phoenix Frontend Node 22
- Environment:Sgl project Sglang Grafana
- Environment:Datajuicer Data juicer GPU CUDA Environment
- Environment:Promptfoo Promptfoo Node Runtime
- Environment:Mlflow Mlflow MLflow Server Environment