Mauro Risonho de Paula Assumpção
Official public credentials verification portal for verified diplomas and certifications across the Hugging Face Learn ecosystem.
🤗 Hugging Face Profile: @maurorisonho
Hugging Face AI Grandmaster Diploma
Supreme academic honor recognizing comprehensive mastery and successful completion of all 12 official Hugging Face Learn tracks: LLMs, Autonomous Agents, Reinforcement Learning, Audio Transformers, Computer Vision, Diffusion Models, Robotics, RAG, 3D Deep Learning, Game AI, and Production Engineering.
Deep Reinforcement Learning Course
Official passing grade across 100% of the 11 hands-on Hub evaluation benchmarks (PPO, DQN, REINFORCE, Unity ML-Agents, A2C, ViZDoom). Officially issued and signed by Thomas Simonini.
AI Agents: Complete Track
Full mastery of agentic frameworks (smolagents, LangChain), Python code-based tool execution, hierarchical multi-agent architectures, and GAIA benchmark evaluation.
AI Agents: Fundamentals
Official certification exam on autonomous agent architecture, autoregressive LLM planning, environment observability, and decision-making with a perfect 100% score.
Audio Transformers Course
Validated models published on the Hub for Acoustic Classification (AST, acc 0.92), Automatic Speech Recognition (Whisper, WER 0.22), and Speech Synthesis (SpeechT5).
NLP & LLM Transformers Course
Specialization in pre-trained models, subword tokenization (BPE, WordPiece), fine-tuning with Transformers, and causal LLM generation architectures.
Computer Vision Course
Vision Transformers (ViT) fine-tuning, convolutional architectures, open-vocabulary object detection with OWLv2, and semantic image segmentation.
Diffusion Models Class
From-scratch implementation of 2D U-Net DDPM generative models, linear beta noise scheduling, DreamBooth personalization, and LoRA fine-tuning in Diffusers.
Robotics Course (LeRobot)
Behavioral cloning, Action Chunking with Transformers (ACT), and Diffusion Policy for robotic manipulator control within the LeRobot ecosystem.
Context & RAG Course
Advanced RAG pipelines: dense vector search, semantic document chunking, bilingual embeddings, cross-encoder reranking, and hybrid BM25 integration.
Smol Course: MCP & SLMs
Model Context Protocol (MCP) integration, local tool orchestration with smolagents, and ultra-optimized inference for lightweight language models.
Making Games with AI Course
Procedural content generation, intelligent NPC decision-making, and game engine integration (Unity, Godot) with generative AI pipelines.
Machine Learning for 3D Course
Point cloud classification (PointNet), Neural Radiance Fields (NeRF), and explicit volumetric scene reconstruction using 3D Gaussian Splatting.
Open Source AI Cookbook
Production-grade patterns: neural quantization (AWQ, bitsandbytes), high-throughput vLLM serving, semantic guardrails, and scalable cloud deployment.
Public Audit & Verification Guide for Recruiters and Peers:
Navigate to huggingface-projects/Deep-RL-Course-Certification and enter username
maurorisonho. The space evaluates all Hub models in real time and renders the official Certificate of Excellence.
All 21 model repositories are available under the public profile https://huggingface.co/maurorisonho with complete weights, architecture configs, and evaluation metrics.
All high-resolution PDF and PNG documents are permanently hosted on the Hugging Face CDN via the public dataset https://huggingface.co/datasets/maurorisonho/huggingface-certifications.