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Source channel @githubtrending · Post #14993 · Jul 24

#jupyter_notebook Retrieval Augmented Generation (RAG) helps large language models (LLMs) answer questions using up-to-date or private information by connecting them to external data sources, unlike fine-tuning which retrains the model on specific data. RAG is useful when you need current, dynamic information without costly retraining, making it ideal for tasks like customer support or knowledge management. Fine-tuning is better for deep expertise in a specialized field but requires more data and effort. Using RAG lets you get accurate, relevant answers quickly by combining the model’s language skills with fresh, specific data, improving usefulness and reliability. https://github.com/langchain-ai/rag-from-scratch

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#ALT market update with some free alpha 🔩 👉JASMY recently added AI to its roadmap, but the move is seen as risky and lacking confidence. AI is expected to be the main trend in 2023, with cryptocurrencies such as #FET, #CTXC, #NMR, #AGIX, and #PHB likely to benefit. 👉ACH has introduced a crypto on-ramp payment solution in Vietnam, where 30-50% of the population is invested in cryptocurrencies. The company also provides incentives for Twitter payments and is obtaining a Hong Kong license, making it a good mid-term investment. 👉CFX's founder has proposed the implementation of a burn mechanism, seeking community approval. If approved, a pump is expected similar to #RENDER. The company is also working with China, making it a good mid-term investment. 👉#RENDER is considered a good long-term investment as it operates in the GPU/VR field and has a burn mechanism in place. Additionally, it has a partnership with Apple and is poised to benefit from the growing trend in AI. 👉Arb cryptocurrencies are good investments during their respective seasons. To invest, buy on dips and hold. Some recommended Zk coins are #SYS, #DUSK, #MINA, #IMX, #CTSI, #MATIC, and #LRC. For arb, consider cryptocurrencies operating in the dex/perp/defi field such as #GMX, #GNS, #BFR, #RPL, and #GMD. 👉The ETH Shanghai update is due in Q1/Q2 with cryptocurrencies such as #FIS, #LDO, #RPL, #FXS, and #ANKR expected to benefit. 👉Finally, we believe that Chinese/Korean/Asian investors are driving the recent market pump. 2023 is the year to invest in China, so take advantage of this opportunity and good luck!