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πŸ™ ML-Notebooks β€” Π³ΠΎΡ‚ΠΎΠ²Ρ‹Π΅ Ρ€Π΅Ρ†Π΅ΠΏΡ‚Ρ‹ для изучСния машинного обучСния

Для Ρ‚Π΅Ρ…, ΠΊΡ‚ΠΎ ΠΏΡ€Π΅Π΄ΠΏΠΎΡ‡ΠΈΡ‚Π°Π΅Ρ‚ ΠΎΡΠ²Π°ΠΈΠ²Π°Ρ‚ΡŒ ML Π½Π° практичСских ΠΏΡ€ΠΈΠΌΠ΅Ρ€Π°Ρ…, ΠΏΡ€ΠΎΠ΅ΠΊΡ‚ ΠΏΡ€Π΅Π΄Π»Π°Π³Π°Π΅Ρ‚ ΠΊΠΎΠ»Π»Π΅ΠΊΡ†ΠΈΡŽ минималистичных Jupyter-Π½ΠΎΡƒΡ‚Π±ΡƒΠΊΠΎΠ², ΠΎΡ‚ Π±Π°Π·ΠΎΠ²ΠΎΠΉ Π»ΠΈΠ½Π΅ΠΉΠ½ΠΎΠΉ рСгрСссии Π΄ΠΎ Ρ‚ΠΎΠ½ΠΊΠΎΠΉ настройки Mistral 7B Ρ‡Π΅Ρ€Π΅Π· QLoRA. ΠšΠ°ΠΆΠ΄Ρ‹ΠΉ ΠΏΡ€ΠΈΠΌΠ΅Ρ€ самодостаточСн: Π΅ΡΡ‚ΡŒ Ρ€Π΅Π°Π»ΠΈΠ·Π°Ρ†ΠΈΠΈ классичСских Π°Π»Π³ΠΎΡ€ΠΈΡ‚ΠΌΠΎΠ² с нуля, Ρ€Π°Π±ΠΎΡ‚Π° с трансформСрами ΠΈ Π΄Π°ΠΆΠ΅ Π³Π΅Π½Π΅Ρ€Π°Ρ‚ΠΈΠ²Π½Ρ‹Π΅ ΠΌΠΎΠ΄Π΅Π»ΠΈ.

Авторы сдСлали Π°ΠΊΡ†Π΅Π½Ρ‚ Π½Π° ΠΎΠ±Ρ€Π°Π·ΠΎΠ²Π°Ρ‚Π΅Π»ΡŒΠ½ΠΎΠΉ ΡΠΎΡΡ‚Π°Π²Π»ΡΡŽΡ‰Π΅ΠΉ: Π½ΠΎΡƒΡ‚Π±ΡƒΠΊΠΈ ΡΠΎΠΏΡ€ΠΎΠ²ΠΎΠΆΠ΄Π°ΡŽΡ‚ΡΡ пояснСниями ΠΈ ссылками Π½Π° Kaggle-сорСвнования. ΠŸΡ€ΠΎΠ΅ΠΊΡ‚ ΠΏΠΎΠ»Π½ΠΎΡΡ‚ΡŒΡŽ Π³ΠΎΡ‚ΠΎΠ² ΠΊ Ρ€Π°Π±ΠΎΡ‚Π΅ Π² Codespaces β€” ΠΎΠΊΡ€ΡƒΠΆΠ΅Π½ΠΈΠ΅ с зависимостями разворачиваСтся Π² ΠΏΠ°Ρ€Ρƒ ΠΊΠ»ΠΈΠΊΠΎΠ².

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πŸ™ ML-Notebooks β€” Π³ΠΎΡ‚ΠΎΠ²Ρ‹Π΅ Ρ€Π΅Ρ†Π΅ΠΏΡ‚Ρ‹ для изучСния машинного обучСния

Для Ρ‚Π΅Ρ…, ΠΊΡ‚ΠΎ ΠΏΡ€Π΅Π΄ΠΏΠΎΡ‡ΠΈΡ‚Π°Π΅Ρ‚ ΠΎΡΠ²Π°ΠΈΠ²Π°Ρ‚ΡŒ ML Π½Π° практичСских ΠΏΡ€ΠΈΠΌΠ΅Ρ€Π°Ρ…, ΠΏΡ€ΠΎΠ΅ΠΊΡ‚ ΠΏΡ€Π΅Π΄Π»Π°Π³Π°Π΅Ρ‚ ΠΊΠΎΠ»Π»Π΅ΠΊΡ†ΠΈΡŽ минималистичных Jupyter-Π½ΠΎΡƒΡ‚Π±ΡƒΠΊΠΎΠ², ΠΎΡ‚ Π±Π°Π·ΠΎΠ²ΠΎΠΉ Π»ΠΈΠ½Π΅ΠΉΠ½ΠΎΠΉ рСгрСссии Π΄ΠΎ Ρ‚ΠΎΠ½ΠΊΠΎΠΉ настройки Mistral 7B Ρ‡Π΅Ρ€Π΅Π· QLoRA. ΠšΠ°ΠΆΠ΄Ρ‹ΠΉ ΠΏΡ€ΠΈΠΌΠ΅Ρ€ самодостаточСн: Π΅ΡΡ‚ΡŒ Ρ€Π΅Π°Π»ΠΈΠ·Π°Ρ†ΠΈΠΈ классичСских Π°Π»Π³ΠΎΡ€ΠΈΡ‚ΠΌΠΎΠ² с нуля, Ρ€Π°Π±ΠΎΡ‚Π° с трансформСрами ΠΈ Π΄Π°ΠΆΠ΅ Π³Π΅Π½Π΅Ρ€Π°Ρ‚ΠΈΠ²Π½Ρ‹Π΅ ΠΌΠΎΠ΄Π΅Π»ΠΈ.

Авторы сдСлали Π°ΠΊΡ†Π΅Π½Ρ‚ Π½Π° ΠΎΠ±Ρ€Π°Π·ΠΎΠ²Π°Ρ‚Π΅Π»ΡŒΠ½ΠΎΠΉ ΡΠΎΡΡ‚Π°Π²Π»ΡΡŽΡ‰Π΅ΠΉ: Π½ΠΎΡƒΡ‚Π±ΡƒΠΊΠΈ ΡΠΎΠΏΡ€ΠΎΠ²ΠΎΠΆΠ΄Π°ΡŽΡ‚ΡΡ пояснСниями ΠΈ ссылками Π½Π° Kaggle-сорСвнования. ΠŸΡ€ΠΎΠ΅ΠΊΡ‚ ΠΏΠΎΠ»Π½ΠΎΡΡ‚ΡŒΡŽ Π³ΠΎΡ‚ΠΎΠ² ΠΊ Ρ€Π°Π±ΠΎΡ‚Π΅ Π² Codespaces β€” ΠΎΠΊΡ€ΡƒΠΆΠ΅Π½ΠΈΠ΅ с зависимостями разворачиваСтся Π² ΠΏΠ°Ρ€Ρƒ ΠΊΠ»ΠΈΠΊΠΎΠ².

πŸ€– GitHub

@machinelearning_interview

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"The result is on this photo: fiery 'greetings' to the invaders," the Security Service of Ukraine wrote alongside a photo showing several military vehicles among plumes of black smoke. That hurt tech stocks. For the past few weeks, the 10-year yield has traded between 1.72% and 2%, as traders moved into the bond for safety when Russia headlines were uglyβ€”and out of it when headlines improved. Now, the yield is touching its pandemic-era high. If the yield breaks above that level, that could signal that it’s on a sustainable path higher. Higher long-dated bond yields make future profits less valuableβ€”and many tech companies are valued on the basis of profits forecast for many years in the future. Telegram, which does little policing of its content, has also became a hub for Russian propaganda and misinformation. Many pro-Kremlin channels have become popular, alongside accounts of journalists and other independent observers. This ability to mix the public and the private, as well as the ability to use bots to engage with users has proved to be problematic. In early 2021, a database selling phone numbers pulled from Facebook was selling numbers for $20 per lookup. Similarly, security researchers found a network of deepfake bots on the platform that were generating images of people submitted by users to create non-consensual imagery, some of which involved children. Channels are not fully encrypted, end-to-end. All communications on a Telegram channel can be seen by anyone on the channel and are also visible to Telegram. Telegram may be asked by a government to hand over the communications from a channel. Telegram has a history of standing up to Russian government requests for data, but how comfortable you are relying on that history to predict future behavior is up to you. Because Telegram has this data, it may also be stolen by hackers or leaked by an internal employee.
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