Main Page
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Total Pages
1,118
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:Togethercomputer Together python Batch Inference
- Workflow:Ollama Ollama Model Pull And Run
- Workflow:Mit han lab Llm awq TinyChat LLM Deployment
- Workflow:LMCache LMCache CacheBlend KV Reuse
- Workflow:Interpretml Interpret EBM Training And Prediction
- Workflow:Heibaiying BigData Notes Hive Data Warehouse Operations
- Workflow:Unslothai Unsloth QLoRA SFT Finetuning
- Workflow:Haosulab ManiSkill Custom Task Development
- Workflow:Facebookresearch Audiocraft Model Export And Deployment
- Workflow:Langgenius Dify Application Creation
Principles
- Principle:Microsoft DeepSpeedExamples LoRA Fusion And Export
- Principle:LaurentMazare Tch rs Tensor Pretty Printing
- Principle:Avhz RustQuant SABR Volatility
- Principle:Kubeflow Kubeflow Build Pipeline
- Principle:Zai org CogVideo VQVAE Architecture
- Principle:Mlc ai Mlc llm Synchronous Engine Initialization
- Principle:Huggingface Open r1 Benchmark Evaluation
- Principle:Openai CLIP Text Tokenization
- Principle:NVIDIA NeMo Aligner Reward Model Data Preparation
- Principle:Helicone Helicone Plan Upgrade
Implementations
- Implementation:Deepspeedai DeepSpeed DeepSpeedInferenceConfig Init
- Implementation:Apache Spark WriteAheadLogRecordHandle
- Implementation:NVIDIA NeMo Curator TransNetV2Model
- Implementation:Apache Hudi HoodieTableFactory CreateDynamicTableSink
- Implementation:Vespa engine Vespa Vespa Logctl
- Implementation:NVIDIA TransformerEngine Recipe C API
- Implementation:Kornia Kornia Image Print
- Implementation:Google deepmind Mujoco Engine Sensor
- Implementation:Elevenlabs Elevenlabs python Package Exports
- Implementation:Google deepmind Dm control Composer Task
Heuristics
- Heuristic:Romsto Speculative Decoding Shared Tokenizer Requirement
- Heuristic:Getgauge Taiko Network Interception Gotchas
- Heuristic:NVIDIA NeMo Curator Semantic Dedup Cluster Sizing
- Heuristic:Facebookresearch Audiocraft FSDP Distributed Training Tips
- Heuristic:ChenghaoMou Text dedup SimHash Optimization Ceiling
- Heuristic:Openai CLIP CLIP Normalization Constants
- Heuristic:Openai Whisper No Speech Detection
- Heuristic:Kubeflow Kubeflow Issue Routing To Sub Repos
- Heuristic:Huggingface Datasets Shuffle Buffer Sizing
- Heuristic:OpenRLHF OpenRLHF Packing Samples Efficiency Tip
Environments
- Environment:Ray project Ray Java Build Environment
- Environment:Microsoft Agent framework API Credentials
- Environment:Facebookresearch Audiocraft FAD TensorFlow Environment
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:Neuml Txtai Docker Deployment Environment
- Environment:Vllm project Vllm Python Dependencies
- Environment:Open compass VLMEvalKit GPU CUDA Environment
- Environment:PrefectHQ Prefect Python Runtime Environment
- Environment:Nightwatchjs Nightwatch BrowserStack Cloud
- Environment:Intel Ipex llm Linux XPU Environment