Machine learning at scale

Machine learning at scale

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Beyond Immediate Click: Engagement-Aware and MoE-Enhanced Transformers for Sequential Movie Recommendation
TLDR: This paper from Amazon Prime Video presents a sophisticated, multi-component ML system for sequential movie recommendation that moves beyond…
Nov 16 • 
Ludovico Bessi
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[Bonus] The most overloaded role: "Machine learning engineer"
Sep 10 • Ludovico Bessi
58. My personal blueprint to get up and running fast when joining a new company / new team.
Oct 13, 2024 • Ludovico Bessi
Beyond RLHF with Rubrics as Rewards
Oct 22 • Ludovico Bessi
Foundation Model for In-Context Learning on Relational Data
relational data is kinda important :D
Nov 12 • 
Ludovico Bessi
Exploring Scaling Laws of CTR Model for Online Performance Improvement
TLDR: The paper proposes a powerful two-stage ML system design to break through CTR performance plateaus.
Nov 9 • 
Ludovico Bessi
R4ec: Teaching Your Recommender LLMs to Think Twice
TLDR; The Problem: Using Large Language Models (LLMs) for recommendations with simple, one-shot prompts is like using System-1 thinking—fast but…
Nov 2 • 
Ludovico Bessi
Spiking Brain-Inspired LMs
Hybrid linear MoE LLM
Oct 26 • 
Ludovico Bessi
Beyond RLHF with Rubrics as Rewards
TL;DR: The paper "Rubrics as Rewards (RaR)" introduces a framework for LLM alignment that replaces opaque preference-based reward models with…
Oct 22 • 
Ludovico Bessi
Agent Learning from Human Feedback (ALHF)
case study directly from databricks!
Oct 19 • 
Ludovico Bessi
Deep Dive into Claude Code post mortem
aka reading post mortem is my guilty pleasure!
Oct 15 • 
Ludovico Bessi
Machine learning at scale
Machine learning at scale
Machine learning systems in the real world.

Machine learning at scale

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