DePIN 浏览器 - DePIN Scan

As November comes to a close and December 2024 approaches, investors are increasingly focusing on portfolio rebalancing and exploring new altcoin opportunities. The Decentralized Physical Infrastructure Network (DePIN) narrative is gaining traction, making it a significant sector to monitor. BeInCrypto has highlighted five top DePIN altcoins to watch in December, including Filecoin (FIL), Arweave (AR), Grass (GRASS), io.net (IO), and NetMind Token (NMT). Filecoin (FIL) leads the pack with a market capitalization of $3.44 billion. Despite experiencing a decline in value during the second and third quarters, Filecoin has rebounded strongly, with a 56.22% price increase over the last month. Currently, the price momentum is positive, suggesting potential growth to $6.50 in early December. However, if the momentum shifts bearish, it could drop to $4.96. Arweave (AR) follows closely, having increased by 20.98% in the past week, currently priced at $21.13. The altcoin is facing resistance at $22.05, but if it breaks through, it could reach $24.57. Grass (GRASS) has made headlines with a remarkable 300% increase in October, now priced at $3.48. If it maintains its bullish trend, it may surpass $3.90 and potentially reach $5. io.net (IO), known for being the largest decentralized AI computing network, has seen a 65.13% price increase, currently trading at $2.93. If the bullish trend continues, it could exceed $4. Lastly, NetMind Token (NMT) has surged by 76.10% recently, currently priced at $3.76, with a potential rise above $5 in December if bullish momentum persists. However, profit-taking could lead to a decrease to $2.72. Investors should remain vigilant as market conditions are subject to rapid changes.

Meta's recent release of Llama 3.2 marks a significant advancement in the fine-tuning of large language models (LLMs), making it easier for machine learning engineers and data scientists to enhance model performance for specific tasks. This guide outlines the fine-tuning process, including the necessary setup, dataset creation, and training script configuration. Fine-tuning allows models like Llama 3.2 to specialize in particular domains, such as customer support, resulting in more accurate and relevant responses compared to general-purpose models. To begin fine-tuning Llama 3.2, users must first set up their environment, particularly if they are using Windows. This involves installing the Windows Subsystem for Linux (WSL) to access a Linux terminal, configuring GPU access with the appropriate NVIDIA drivers, and installing essential tools like Python development dependencies. Once the environment is prepared, users can create a dataset tailored for fine-tuning. For instance, a dataset can be generated to train Llama 3.2 to answer simple math questions, which serves as a straightforward example of targeted fine-tuning. After preparing the dataset, the next step is to set up a training script using the Unsloth library, which simplifies the fine-tuning process through Low-Rank Adaptation (LoRA). This involves installing required packages, loading the model, and beginning the training process. Once the model is fine-tuned, it is crucial to evaluate its performance by generating a test set and comparing the model's responses against expected answers. While fine-tuning offers substantial benefits in improving model accuracy for specific tasks, it is essential to consider its limitations and the potential effectiveness of prompt tuning for less complex requirements.

DIMO在汽车科技领域取得重大进展，已将超过115,000辆汽车纳入全球首个开放移动网络，致力于打造更智能、互联的汽车未来。公司近期进行了标志、应用程序和网站的全面升级，并计划在冬季推出一系列重要产品、合作伙伴关系和驾驶竞赛。DIMO推出的全球账户系统为用户提供了传统区块链钱包的友好替代方案，促进汽车行业的互操作性。同时，DIMO还将推出下一代LTE R1设备，预售将于周一开始，设备具备经济实惠、易安装和可靠的LTE连接。DIMO致力于将区块链技术融入汽车领域，提升用户体验，预计到2025年将有更多激动人心的合作推动行业发展。DIMO欢迎用户参与这一变革旅程，获取奖励并保持对新产品和活动的关注。

当前表情币市场波动剧烈，老牌玩家Popcat（POPCAT）面临新兴竞争者1900Rugrat（RUGRAT）的激烈挑战。RUGRAT凭借1000倍回报的承诺吸引了大量关注，而POPCAT在经历11月的上涨至2美元后，现已回落40%，跌至1.20美元。此关键支撑位将决定其未来走势，反弹可能使其回升至1.40-1.60美元区间，但若跌破1.20美元，可能面临进一步下跌。相比之下，RUGRAT自推出以来迅速增长，涨幅高达1000%，得益于其创新的通缩经济模型、质押奖励和NFT整合。RUGRAT的独特社区参与方式使其受到零售投资者和大型投资者的青睐，反映出市场对具有实际效用和参与度的代币的偏好。未来两者的表现将取决于其适应和创新能力，投资者应密切关注这一动态市场。