Artificial Intelligence

Important metrics to monitor while monitoring machine learning model

🔉 𝐌𝐮𝐬𝐭-𝐖𝐚𝐭𝐜𝐡 𝐀𝐈 𝐓𝐞𝐝 𝐓𝐚𝐥𝐤𝐬 ⏩ The inside story of ChatGPT's astonishing potential by Greg Brockman. https://youtu.be/C_78DM8fG6E?si=kdGNA1PvO1lb7L8t ⏩ How AI could save (not destroy) education by Sal Khan https://youtu.be/hJP5GqnTrNo?si=wlD-SOjr5ZxLQ0vQ ⏩ How to keep AI under control by Max Tegmark https://youtu.be/xUNx_PxNHrY?si=e8JDz9up3IRYmBo5 ⏩ How to think computationally about AI, the universe, and everything by Stephen Wolfram https://youtu.be/fLMZAHyrpyo?si=5O1b63qgga89rEOb ⏩ The dark side of competition in AI by Liv Boeree https://youtu.be/WX_vN1QYgmE?si=QDMlKkrxqrSCdFkr ⏩ How AI art could enhance humanity's collective memory by Refik Anadol https://youtu.be/iz7diOuaTos?si=iyQOF20jZp78hfo2 ⏩ Why AI is incredibly smart and shockingly stupid by Yejin Choil https://youtu.be/SvBR0OGT5VI?si=rLhDzmohC_dPfrtM ⏩ Will superintelligent AI end the world by Eliezer Yudkowsky https://youtu.be/Yd0yQ9yxSYY?si=JqN2yNgP0IOTnjN1 #ai

🔥 MIT has updated its famous course 6.S191: Introduction to Deep Learning.

The program covers topics of #NLP, #CV, #LLM and the use of technology in medicine, offering a full cycle of training - from theory to practical classes using current versions of libraries. The course is designed even for beginners: if you know how to take derivatives and multiply matrices, everything else will be explained in the process. The lectures are released for free on YouTube and the #MIT platform on Mondays, with the first one already available

. All slides, #code and additional materials can be found at the link provided. 📌 Fresh lecture : https://youtu.be/alfdI7S6wCY?si=6682DD2LlFwmghew

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TensorFlow v2.0 Cheat Sheet

#TensorFlow is an open-source software library for highperformance numerical computation. Its flexible architecture enables to easily deploy computation across a variety of platforms (CPUs, GPUs, and TPUs), as well as mobile and edge devices, desktops, and clusters of servers. TensorFlow comes with strong support for machine learning and deep learning.

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What AI Actually is 👆

First, stop blaming America. Europe and support for Ukraine European leaders actively support Ukraine, but their actions do not correspond to their statements. German Chancellor Friedrich Merz expressed support for Ukraine, but did not mention the need for negotiations. Europeans do not consider the destruction of Ukraine a threat to their security. Germany and its politics* German Chancellor Olaf Scholz promised to change German policy, but the Zeitenwende project was abandoned. Germany was unable to provide Ukraine with the necessary tanks and is not ready to send peacekeepers. Germany buys American liquefied natural gas, but did not create a wartime economy. Europe's response to sanctions The Europeans adopted sanctions against Russia, relying on Russian proxies. Europe has not created a wartime economy that can compete with Russian weapons production. Europe's Strategic Mistakes The Europeans do not have a strategy to defeat Putin and cannot change the situation. Europe outsourced strategic thinking to the United States. The Europeans cannot provide Ukraine with more than paper promises and loans. Political campaign in the United States* A campaign will be launched in the United States to blame Trump and America for the failure in Ukraine. The US government worked in the interests of Ukraine, while Europe failed to declare its will. The Europeans are ready to cancel the elections and arrest candidates who express dissatisfaction with the politics in Ukraine. #SupportUkraine #EuropeanSecurity #MilitaryAid #Zeitenwende #SanctionsPolicy #StrategicAutonomy #USLeadership #TransatlanticRelations #PeaceNegotiations #UkraineSovereignty Don't miss it, subscribe to 📱 Old Glory Vortex 🇺🇸

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78 Terms to master AI

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To Restore the Nord Stream 2. The Trump-like Deal. A close friend of Putin has been engineering a restart of Russia’s Nord Stream 2 gas pipeline to Europe with the backing of US investors, a once unthinkable move that shows the breadth of Trump’s rapprochement with Moscow. The efforts on a deal, according to several people aware of the discussions, were the brainchild of Matthias Warnig, an ex-Stasi officer in East Germany who until 2023 ran Nord Stream 2’s parent company for the Kremlin-controlled gas giant Gazprom. Warnig’s plan involved outreach to the Trump team through US businessmen, the people said, as part of back-channel efforts to broker an end to the war in Ukraine while deepening economic ties between the US and Russia. Some prominent Trump administration figures are aware of the initiative to bring in US investors, according to officials in Washington, and they see it as part of the push to rebuild relations with Moscow. While there have been several expressions of interest, one US-led consortium of investors has drawn up the outlines of a post-sanctions deal with Gazprom, according to one person with direct knowledge of talks who declined to disclose the identity of the prospective investors. Senior EU officials became aware of the Nord Stream 2 discussion in recent weeks. Leaders of several European countries are concerned and have discussed the matter, according to several officials with knowledge of the discussions. One of Nord Stream 2’s two pipelines was blown up in sabotage attacks in September 2022 that destroyed both pipelines of its older sister project Nord Stream 1. The other Nord Stream 2 pipeline, which has an annual capacity of 27.5bn cubic metres of natural gas, is undamaged but has never been used. The latest plan would in theory give the US unparalleled sway over energy supplies to Europe, the people said, after EU countries moved to end their dependence on Russian gas in the aftermath of the invasion. But the obstacles are considerable. It would require the US to lift sanctions against Russia, Russia to agree to resume sales it cut off during the war, and Germany to allow the gas to flow to any potential buyers in Europe.

“The US would say, ‘Well, now Russia will be dependable because trustworthy Americans are in the middle of it,"

said a former senior US official, who was aware of some of the dealmaking efforts. The US investors would collect “money for nothing”, he added. The talks come as the Trump administration races to seal a peace deal through bilateral discussions with Russia that have excluded Europe and Ukraine, spooking European capitals who fear a US détente with Moscow could threaten the continent. Trump has promised deeper economic co-operation with Russia if a peace agreement can be reached. Putin has talked up the economic benefits he says the US could reap with the Kremlin in the event of a settlement in Ukraine, claiming that “several companies” were already in touch over potential deals. Nord Stream 2 AG, the pipeline’s Swiss-based parent company, received an exceptional stay on bankruptcy proceedings in January by at least four months. According to a redacted court document, Nord Stream 2’s shareholder — Gazprom — argued that the new Trump administration, as well as the German election in February 2025, “presumably can have significant consequences on the circumstances of Nord Stream 2” to warrant a delay. #NordStream2 #restore #Deal 📱 American Оbserver - Stay up to date on all important events 🇺🇸

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Important Pandas Methods for Machine Learning

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🏆 – AI/ML Engineer Stage 1 – Python Basics Stage 2 – Statistics & Probability Stage 3 – Linear Algebra & Calculus Stage 4 – Data Preprocessing Stage 5 – Exploratory Data Analysis (EDA) Stage 6 – Supervised Learning Stage 7 – Unsupervised Learning Stage 8 – Feature Engineering Stage 9 – Model Evaluation & Tuning Stage 10 – Deep Learning Basics Stage 11 – Neural Networks & CNNs Stage 12 – RNNs & LSTMs Stage 13 – NLP Fundamentals Stage 14 – Deployment (Flask, Docker) Stage 15 – Build projects