Luís Roque – Medium

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Deep Learning for Time Series Cookbook: Use Pytorch and Python Recipes for Forecasting, Classification, and Anomaly Detection

Deep Learning for Time Series Cookbook: Use Pytorch and Python Recipes for Forecasting, Classification, and Anomaly Detection

This book guides you through applying deep learning to time series data with the help of easy-to-follow code recipes using Python.

2024

Luís Roque, et al.

Luís Roque, Vitor Cerqueira

Stories

Luís Roque
in
Towards Data Science

Moirai: Time Series Foundation Models for Universal Forecasting

The future of predictive analytics: Explore Moirai, Salesforce’s new foundation model for advanced time series forecasting

15 min readApr 11, 2024

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Moirai: Time Series Foundation Models for Universal Forecasting

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Luís Roque
in
Towards Data Science

Chronos: The Rise of Foundation Models for Time Series Forecasting

Exploring Chronos: How foundational AI models are setting new standards in predictive analytics

16 min readApr 5, 2024

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Chronos: The Rise of Foundation Models for Time Series Forecasting

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Luís Roque
in
Towards Data Science

TimeGPT vs TiDE: Is Zero-Shot Inference the Future of Forecasting or Just Hype?

Foundational models: A comprehensive comparison of TimeGPT and TiDE in time series forecasting

12 min readMar 14, 2024

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TimeGPT vs TiDE: Is Zero-Shot Inference the Future of Forecasting or Just Hype?

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Luís Roque
in
Towards Data Science

FinalMLP: A Simple yet Powerful Two-Stream MLP Model for Recommendation Systems

Discover how FinalMLP transforms online recommendations: unlocking personalized experiences with cutting-edge AI research

13 min readFeb 24, 2024

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FinalMLP: A Simple yet Powerful Two-Stream MLP Model for Recommendation Systems

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Luís Roque
in
Towards Data Science

Seamless: In-Depth Walkthrough of Meta’s New Open-Source Suite of Translation Models

Meta’s open-source Seamless models: A deep dive into translation model architectures and a Python implementation guide using HuggingFace

15 min readFeb 16, 2024

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Seamless: In-Depth Walkthrough of Meta’s New Open-Source Suite of Translation Models

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Luís Roque
in
Towards Data Science

Mistral AI vs. Meta: Comparing Top Open-source LLMs

A comparison between Mistral 7B vs Llama 2 7B and Mixtral 8x7B vs Llama 2 70B

16 min readJan 23, 2024

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Mistral AI vs. Meta: Comparing Top Open-source LLMs

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Luís Roque
in
Towards Data Science

LLMs and Transformers from Scratch: the Decoder

Exploring the Transformer’s Decoder Architecture: Masked Multi-Head Attention, Encoder-Decoder Attention, and Practical Implementation

13 min readJan 10, 2024

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LLMs and Transformers from Scratch: the Decoder

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Luís Roque
in
Towards Data Science

AI-Powered Customer Support App: Semantic Search with PGVector, Llama2 with an RAG System, and…

Enhancing Communication in Global Markets: Leveraging PGVector for Multilingual Semantic Search, Llama2-Powered RAG Systems, and…

11 min readJan 4, 2024

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multilingual chatbot

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Luís Roque
in
Towards Data Science

Revolutionizing Language Barriers: Mastering Multilingual Audio Transcription and Semantic Search

Unlock the potential of cross-language information accessibility with advanced transcription and semantic search technologies

12 min readDec 13, 2023

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Revolutionizing Language Barriers: Mastering Multilingual Audio Transcription and Semantic Search

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Luís Roque
in
Towards Data Science

Decoding LLMs: Creating Transformer Encoders and Multi-Head Attention Layers in Python from Scratch

Exploring the intricacies of encoder, multi-head attention, and positional encoding in large language models

13 min readDec 1, 2023

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Decoding LLMs: Creating Transformer Encoders and Multi-Head Attention Layers in Python from Scratch

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Luís Roque

Luís Roque

Book Author

Founder & Partner @ ZAAI | VP Data & AI @ Marley Spoon | AI Advisor @ CableLabs | Ph.D. Researcher AI @ LIACC | Cofounder & ex-CEO @ HUUB (acquired by Maersk)

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