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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:Lm sys FastChat LoRA QLoRA Finetuning
- Workflow:ContextualAI HALOs Model Evaluation
- Workflow:Recommenders team Recommenders ALS Spark Recommendation
- Workflow:Huggingface Datatrove FineWeb Dataset Creation
- Workflow:NVIDIA NeMo Aligner DPO Training
- Workflow:Huggingface Datasets Format Conversion
- Workflow:Openai Openai node Structured Output Parsing
- Workflow:OpenRLHF OpenRLHF Math Reasoning Training
- Workflow:Langgenius Dify Plugin Installation and Configuration
- Workflow:Eric mitchell Direct preference optimization Custom Dataset Integration
Principles
- Principle:Online ml River Streaming Data Loading
- Principle:Lance format Lance Tag Management
- Principle:Haifengl Smile Nearest Neighbor Query
- Principle:Dotnet Machinelearning Latent Dirichlet Allocation
- Principle:Mit han lab Llm awq LM Evaluation Harness Adaptation
- Principle:Cohere ai Cohere python Text Embedding
- Principle:Apache Kafka SVN Artifact Staging
- Principle:Helicone Helicone Legal Compliance
- Principle:Cleanlab Cleanlab Coteaching Algorithm
- Principle:Interpretml Interpret Bagged Gradient Boosting
Implementations
- Implementation:Speechbrain Speechbrain CVSS Extract Code
- Implementation:Google deepmind Mujoco mjr makeContext
- Implementation:Deepspeedai DeepSpeed Reduction Utils
- Implementation:ThreeSR Awesome Inference Time Scaling Get Paper Info Function
- Implementation:InternLM Lmdeploy Tensor
- Implementation:Openai Openai python Moderation Create Params
- Implementation:FMInference FlexLLMGen DeepSpeed GEMM Test
- Implementation:Haifengl Smile NearestNeighborGraph
- Implementation:SeleniumHQ Selenium Closure SafeStyleSheet
- Implementation:Pyro ppl Pyro Settings
Heuristics
- Heuristic:Mlfoundations Open flamingo Deterministic Shard Shuffling
- Heuristic:Intel Ipex llm CCL Distributed Training Tips
- Heuristic:Openai Whisper No Speech Detection
- Heuristic:Online ml River ARF Drift Detection Sensitivity
- Heuristic:Cohere ai Cohere python ToolCallV2 Auto UUID Override
- Heuristic:Promptfoo Promptfoo Warning Deprecated Cache Migration
- Heuristic:Spcl Graph of thoughts Four Bit Quantization For Local LLMs
- Heuristic:Mbzuai oryx Awesome LLM Post training Checkpoint Every 3 Papers
- Heuristic:Apache Hudi Record Level Index Optimization
- Heuristic:Volcengine Verl Sequence Length Balancing
Environments
- Environment:Google deepmind Mujoco MJX JAX Environment
- Environment:Farama Foundation Gymnasium Python 3 10 Runtime
- Environment:FMInference FlexLLMGen NVMe Disk
- Environment:ClickHouse ClickHouse Python3 Test Environment
- Environment:DataTalksClub Data engineering zoomcamp Dlt BigQuery Environment
- Environment:Apache Druid Web Console Development
- Environment:Speechbrain Speechbrain HuggingFace Transformers
- Environment:Mit han lab Llm awq CUDA Build Environment
- Environment:Princeton nlp SimPO CUDA Training
- Environment:Datahub project Datahub Java Build