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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:Cohere ai Cohere python Tool Use Agentic Chat
- Workflow:Alibaba ROLL Supervised Finetuning Pipeline
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:Dagster io Dagster LLM Fine Tuning
- Workflow:Mlc ai Mlc llm Model Compilation
- Workflow:Kserve Kserve LLM Disaggregated Serving
- Workflow:Huggingface Trl Supervised Finetuning
- Workflow:ClickHouse ClickHouse Running Stateless Tests
- Workflow:Haifengl Smile Model Serving Pipeline
- Workflow:Allenai Open instruct SFT Finetuning
Principles
- Principle:Huggingface Datatrove Ray Distributed Execution
- Principle:Deepseek ai Janus Autoregressive Text Generation
- Principle:Openai Openai node Tool Loop Resolution
- Principle:Apache Paimon Global Index Scan Building
- Principle:HKUDS AI Trader Frontend Transaction Display
- Principle:Google deepmind Mujoco PGS Solver
- Principle:Huggingface Trl DPO Reference Model Setup
- Principle:LMCache LMCache KV Cache Storage
- Principle:Spotify Luigi Database Data Loading
- Principle:Vespa engine Vespa Change Polling Loop
Implementations
- Implementation:Dotnet Machinelearning Text Featurization Pipeline
- Implementation:Openai Openai node Beta Realtime TranscriptionSessions
- Implementation:Kornia Kornia Total Variation Loss
- Implementation:Microsoft DeepSpeedExamples Fuse LoRA
- Implementation:Google deepmind Dm control Reference Pose Tracking
- Implementation:Infiniflow Ragflow KnowledgebaseService Update By Id
- Implementation:Openai Openai python Response Function Tool Call
- Implementation:NVIDIA NeMo Aligner Custom Checkpoint Callback
- Implementation:Microsoft Playwright BinaryPipeTransport
- Implementation:Puppeteer Puppeteer Cache Class
Heuristics
- Heuristic:Duckdb Duckdb Sanitizer Configuration
- Heuristic:Vespa engine Vespa Log Level Inheritance Polling
- Heuristic:OpenBMB UltraFeedback Score 10 Anomaly Correction
- Heuristic:Datahub project Datahub Spark Databricks Coalescing
- Heuristic:Openai Whisper No Speech Detection
- Heuristic:Fastai Fastbook Learning Rate Finder Rule
- Heuristic:Vllm project Vllm Batch Size Hardware Scaling
- Heuristic:Togethercomputer Together python Multipart Upload Strategy
- Heuristic:Lucidrains X transformers Gradient Clipping And Accumulation
- Heuristic:Intel Ipex llm LoRA Target All Linear Layers
Environments
- Environment:Lance format Lance Rust Toolchain
- Environment:Kubeflow Kubeflow Istio Certmanager Dex Environment
- Environment:Deepspeedai DeepSpeed NVMe Environment
- Environment:Mit han lab Llm awq CUDA Build Environment
- Environment:Norrrrrrr lyn WAInjectBench OpenAI API Credentials
- Environment:Microsoft Agent framework Python 3 10 Runtime
- Environment:Apache Shardingsphere Etcd Cluster Coordination
- Environment:Ucbepic Docetl LLM API Keys
- Environment:Vibrantlabsai Ragas Google Drive Backend Environment
- Environment:PacktPublishing LLM Engineers Handbook Unsloth Finetuning Environment