The DePIN Explorer - DePIN Scan

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.

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.

**DIMO Shifting Gears in the Automotive Industry** DIMO is making significant strides in the automotive technology sector by adding over 115,000 cars to the world's first open mobility network. The company is focused on paving the way for a smarter, more connected car future. With upcoming game-changing releases, strategic partnerships, and innovative campaigns, DIMO aims to redefine the concept of car ownership and enhance the driving experience for the 1.5 billion cars currently on the road. What's on the Horizon The recent overhaul of the logo, app, and website is just the beginning. DIMO is gearing up to unveil a series of major product launches, partnerships, driving competitions, and giveaways throughout the winter, signaling a new chapter for the company. The introduction of the Global Accounts system represents a significant upgrade, offering a user-friendly alternative to traditional blockchain wallets. This system acts as a gateway to a range of car apps, fostering enhanced interoperability within the auto industry. To experience this innovation, users can download the DIMO Mobile app. The Arrival of Next-Gen Technology DIMO is also introducing the next generation LTE R1 device, with preorders set to commence shipping on Monday. This device boasts affordability, compactness, easy installation, reliable LTE connectivity, and expanded compatibility with a wider range of vehicles within the DIMO network. For a limited time, customers can avail of a special offer using code D2ISHERE to purchase one device and get another at a 50% discount. Driving Mass Adoption and Everyday Value As the next billion users embrace cryptocurrency, DIMO is positioned as a key player offering a real-world use case that enhances daily life. By integrating blockchain technology into the automotive sector, DIMO aims to streamline the user experience and seamlessly incorporate crypto solutions into everyday commuting. Looking ahead to 2025, expect to see exciting collaborations aimed at propelling the industry forward and setting new standards for consumer apps in the web3 era. The Future of Car Ownership DIMO drivers are at the forefront of shaping the future of car ownership. The company invites individuals to join and participate in this transformative journey, offering opportunities to earn rewards. To stay updated on partner announcements, new product launches, and chances to win prizes, explore the D2 Era.

The Hivemapper Foundation has recently formed a strategic partnership with Kamino and Jito Labs to launch the HONEY-JitoSOL liquidity treasury incentive plan. This initiative comes at a time when many investors in the cryptocurrency market are still engaged in zero-sum games, while decentralized physical infrastructure networks (DePIN) are paving new avenues for value creation. The rapid advancement of Web3 technology is facilitating a deep integration of DePIN and decentralized finance (DeFi), which is reshaping the blockchain industry's landscape. This integration promises to enhance the liquidity of physical assets and foster substantial innovation across the blockchain ecosystem. Hivemapper, a decentralized mapping network operating on the Solana blockchain, has made significant strides since its inception in November 2022, mapping 29% of the world’s roads within two years. Utilizing innovative “Bee” dashcam devices and AI technology, Hivemapper captures over 28 million kilometers of street-level imagery monthly, outpacing Google Street View by five times. The project has garnered investments from notable institutions, including A16Z and Binance, and has established partnerships with global mapping giants. The HONEY token incentivizes user participation in data collection, addressing challenges in developing high-precision maps through a unique AI+DePIN model. The newly launched liquidity solution on the Orca trading platform offers up to $17,000 in rewards for HONEY token liquidity providers. It features automated transaction fee income, smart rebalancing, and professional analysis tools to help users navigate risks. The market response has been overwhelmingly positive, with the HONEY-JITOSOL liquidity pool achieving a Boosted APY of 36.02% and a total value locked (TVL) exceeding $500,000 shortly after launch. This innovative cooperation not only highlights the potential of integrating DePIN with DeFi but also sets a precedent for future developments in the blockchain space, demonstrating how decentralized finance can empower the real economy and create new opportunities for users.