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How to Build a Privacy-Preserving Integrated Pipeline for Optimizing Large-Scale Language Models with LoRA Using Flower and PEFT

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How to Build a Privacy-Preserving Integrated Pipeline for Optimizing Large-Scale Language Models with LoRA Using Flower and PEFT

!pip -q install -U “protobuf<5” “flwr[simulation]” transformers peft accelerate datasets sentencepiece import torch if torch.cuda.is_available(): !pip -q install -U bitsandbytes import os os.environ[“RAY_DISABLE_USAGE_STATS”] = “1” os.environ[“TOKENIZERS_PARALLELISM”] = “false” import math import random import numpy as np from typing import Dict, List, Tuple, Optional from torch.utils.data import DataLoader from datasets import Dataset import flwr as fl … Read more

Discord Plans To Treat Some Users As Teens Until They Verify Their Age

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Discord Plans To Treat Some Users As Teens Until They Verify Their Age

Discord announced on Monday that it will automatically switch accounts to a Youth age category, requiring some users of the popular social media service to verify their age if they want to access adult-restricted servers, avoid being blocked for flagged content or host live Discord events on the platform. It’s a big move for Discord, … Read more

Microsoft AI Proposes OrbitalBrain: Enables Distributed Machine Learning in Space with Inter-Satellite Links and Strategies to Develop Constellation-Aware Services

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Microsoft AI Proposes OrbitalBrain: Enables Distributed Machine Learning in Space with Inter-Satellite Links and Strategies to Develop Constellation-Aware Services

Earth observation (EO) constellations capture many high-resolution images every day, but most of them do not reach the ground during model training. Downlink bandwidth is the main bottleneck. Images can remain in orbit for days while ground models train with partial and delayed data. Microsoft researchers have introduced the ‘OrbitalBrain’ framework as an alternative. Instead … Read more