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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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Browse by Category
| 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:Roboflow Rf detr Custom Dataset Finetuning
- Workflow:Apache Flink Stream File Compaction
- Workflow:Teamcapybara Capybara RSpec Integration Setup
- Workflow:Triton inference server Server Custom Container Build
- Workflow:NVIDIA NeMo Aligner DPO Training
- Workflow:PacktPublishing LLM Engineers Handbook Feature Engineering
- Workflow:Apache Spark Building and Testing
- Workflow:Kubeflow Pipelines Pipeline Authoring and Compilation
- Workflow:Apache Beam Portable Pipeline Submission
- Workflow:Nightwatchjs Nightwatch Custom Commands And Assertions
Principles
- Principle:OpenGVLab InternVL Benchmark Dispatch
- Principle:Openclaw Openclaw Dependency Version Locking
- Principle:Ggml org Llama cpp BatchProcessing
- Principle:Langfuse Langfuse Score Validation and Creation
- Principle:Kubeflow Pipelines Kustomize Resource Application
- Principle:Cleanlab Cleanlab Regression Label Quality Scoring
- Principle:Pola rs Polars Streaming Query Building
- Principle:EvolvingLMMs Lab Lmms eval TUI Command Interface
- Principle:Triton inference server Server HTTP Server Architecture
- Principle:Diagram of thought Diagram of thought Iterative Propose and Critique
Implementations
- Implementation:Huggingface Datasets Dataset getitem
- Implementation:Datajuicer Data juicer Multimodal Utils
- Implementation:Huggingface Optimum Get Transformed Nodes
- Implementation:Apache Paimon Instant
- Implementation:Infiniflow Ragflow NextSearchHooks
- Implementation:Lance format Lance ValueEncoding
- Implementation:Speechbrain Speechbrain Train GSC
- Implementation:Deepspeedai DeepSpeed XPU Accelerator
- Implementation:Microsoft Playwright MacEditingCommands
- Implementation:Eventual Inc Daft DataFrame Write Deltalake
Heuristics
- Heuristic:Microsoft DeepSpeedExamples RLHF Stability Constraints
- Heuristic:Apache Spark Memory Tuning Tips
- Heuristic:Fede1024 Rust rdkafka Cooperative Rebalance Protocol
- Heuristic:Scikit learn Scikit learn Warning Deprecated PassiveAggressive
- Heuristic:Huggingface Datatrove FineWeb Filter Pipeline Order
- Heuristic:DataExpert io Data engineer handbook Flink Checkpointing Interval Tuning
- Heuristic:Openai Openai node Stream Usage Interruption
- Heuristic:Vibrantlabsai Ragas Reasoning Model Parameter Constraints
- Heuristic:Huggingface Alignment handbook Liger Kernel Memory
- Heuristic:Datahub project Datahub Gradle Formatting Over Direct Tools
Environments
- Environment:Infiniflow Ragflow Docker Infrastructure
- Environment:Huggingface Trl Quantization Environment
- Environment:Openclaw Openclaw Gateway Network Ports
- Environment:Teamcapybara Capybara Ruby And Gem Dependencies
- Environment:Haifengl Smile Quarkus Serve Environment
- Environment:Guardrails ai Guardrails Python 3 10 Runtime
- Environment:Kserve Kserve Kubernetes Cluster
- Environment:Langchain ai Langchain Anthropic API Credentials
- Environment:OpenBMB UltraFeedback Python GPU Environment
- Environment:Tencent Ncnn Build Environment