I am very happy to say that my Towards Data Science article "The Best Deep Learning Models for Time Series Forecasting" is featured as the best Medium article this year on the Time Series topic. The article's URL: lnkd.in/eusReW3t My newsletter! lnkd.in/dw-yZeW6

4. 𝗦𝗽𝗮𝗰𝗲𝗧𝗶𝗺𝗲: Effectively Modeling Time Series with Simple Discrete State Spaces (ICLR ‘23) 5. 𝗠𝗮𝗺𝗯𝗮𝟰𝗖𝗮𝘀𝘁: Efficient Zero-Shot Time Series Forecasting with State Space Models (NeurIPS ‘24 Workshop) Happy reading! 𝗔𝗿𝘁𝗶𝗰𝗹𝗲: aihorizonforecast.substack.com/p/influential-…

𝐀𝐜𝐜𝐞𝐬𝐬 𝐃𝐞𝐞𝐩𝐒𝐞𝐞𝐤-𝐑𝟏 𝐀𝐏𝐈 𝐟𝐨𝐫 𝐅𝐫𝐞𝐞! 🚀 Want to leverage 𝐃𝐞𝐞𝐩𝐒𝐞𝐞𝐤-𝐑𝟏 without any cost? Here’s how you can do it in just a few steps: 1️⃣ Visit OpenRouter. 2️⃣ Find DeepSeek: R1 (Free). 3️⃣ Go to the API tab and create your API key. Example:

𝗧𝗮𝗯𝗣𝗙𝗡-𝗧𝗦: 𝗔 𝗦𝘂𝗿𝗽𝗿𝗶𝘀𝗶𝗻𝗴 𝗡𝗲𝘄 𝗕𝗿𝗲𝗮𝗸𝘁𝗵𝗿𝗼𝘂𝗴𝗵 𝗶𝗻 𝗧𝗶𝗺𝗲-𝗦𝗲𝗿𝗶𝗲𝘀 𝗙𝗼𝗿𝗲𝗰𝗮𝘀𝘁𝗶𝗻𝗴 A model trained on synthetic tabular data—yet it ranks #1 on the Gift-Eval benchmark, outperforming every forecasting model Full article in comments!👇

☀️ SkyGPT: The Future of Solar Forecasting is Here! 🔥 AI isn't just about chatbots—it’s now predicting the sky! 🌥️🔮 🔹 What is SkyGPT? A game-changing AI model that predicts future cloud movements by analyzing past sky images, helping improve solar power forecasting. ☀️⚡ 🔹

BREAKING: Solar power shatters its own record with 50 GW of new generating capacity in 2024, the most added by a single energy source in over two decades. Dive into the latest data on America's solar surge in SEIA and Wood Mackenzie's Solar Market Insight report:

🌞 Solar just keeps getting better! Latest NREL PV efficiency charts highlight record-breaking solar tech: 33.9% – Longi’s perovskite-silicon tandem 27.09% – Longi’s heterojunction back-contact 23.64% – First Solar’s thin-film CIGS 47.6% – Fraunhofer ISE’s four-junction cell

OUT TODAY: How is the US electricity transition doing?🇺🇸🧵 WIND+SOLAR OVER TOOK COAL: Wind and solar now at 17% of US electricity supply; coal falls to a record low of 15%. Only 6 years ago in 2018, coal generation was x3 that of wind and solar🤯

Solar deployment continues breaking records📈 Learn more: seia.org/news/report-so…

Solar power added a record-breaking 50 GW of new capacity in 2024 ☀️ That’s more than any energy source in the last two decades + the most solar energy ever installed in the U.S. in a single year. With energy demand soaring, we need all energy sources on deck. Read Solar and Storage Industry and