#jupyter_notebook#ai#artificial_intelligence#chatgpt#deep_learning#from_scratch#gpt#language_model#large_language_models#llm#machine_learning#python#pytorch#transformer
You can learn how to build your own large language model (LLM) like GPT from scratch with clear, step-by-step guidance, including coding, training, and fine-tuning, all explained with examples and diagrams. This approach mirrors how big models like ChatGPT are made but is designed to run on a regular laptop without special hardware. You also get access to code for loading pretrained models and fine-tuning them for tasks like text classification or instruction following. This helps you deeply understand how LLMs work inside and lets you create your own functional AI assistant, gaining practical skills in AI development[1][2][3][4].
https://github.com/rasbt/LLMs-from-scratch
1-iyulgacha "President Tech Award" tanloviga ariza yuboring!
Prezidentimiz tashabbuslariga ko’ra umumiy sovrin jamg‘armasi 1 million dollarni tashkil etuvchi “President Tech Award” tanlovi juda ko’p Startup loyihalarni amalga oshishiga hissa qo’shib kelmoqda.
Bu mavsumda Siz ham qatnashing!
Tanlovda ishtirokni o’zi ham Sizga kelgusida loyihangizni targ’ib qilish uchun yangi tajriba va ko’nikmalar berishi aniq, g’olib bo’lsangiz esa loyihangizga qo’shimcha moliyaviy yordam olasiz.
🎁 Asosiy toifalar bo‘yicha mukofotlar miqdori:
🔵 1-o‘rin — 100 000 dollar
🔵 2-o‘rin — 50 000 dollar
🔵 3-o‘rin — 30 000 dollar
⭐️ Maxsus toifa mukofoti: 100 000 dollar
Batafsil: https://awards.gov.uz
Muvaffaqiyatli Startup dunyodagi ko’proq insonlarning muammolarini yecha oladigan va hayotini yaxshilashga xizmat qiladigan bo’ladi. Shunda bemalol uni kelgusida Unicornga aylanishini niyat qilsa bo’ladi.
#PresidentTechAward#InnovationChallenge#TechForImpact#UzbekistanTech#ITCompetition
🐦 Umumiy sovrin jamg‘armasi 1 million dollarni tashkil etuvchi “President Tech Award” tanlovining uzoq kutilgan mavsumi yaqinlashmoqda. Tanlov yana ikki yo‘nalish bo‘yicha o‘tkaziladi: asosiy va maxsus toifalar.
Bu sizning bilim va tajribangizni namoyish etish hamda jamiyatga foyda keltiradigan innovatsion IT-yechimlarni taqdim etish imkoniyatingizdir.
👥 Bizni kuzatib boring — tez orada rasmiy toifalar, musobaqa jadvali va ishtirok etish shartlari e’lon qilinadi.
🎁 Asosiy toifalar bo‘yicha mukofotlar miqdori o‘zgarishsiz qolmoqda:
🔵 1-o‘rin — 100 000 dollar
🔵 2-o‘rin — 50 000 dollar
🔵 3-o‘rin — 30 000 dollar
⭐️ Maxsus toifa mukofoti: 100 000 dollar
Tanlovga tayyorlaning — sizning g‘oyalaringiz texnologiyalar kelajagini belgilab berishi mumkin.
—
🐦 The highly anticipated season of the President Tech Award is just around the corner — featuring a total prize pool of $1 million. The competition will once again be held across two segments: main and special categories.
This is your chance to demonstrate your expertise and bring forward innovative IT solutions that make an impact.
👥 Stay tuned — we will soon reveal the official categories, competition timeline, and participation guidelines.
🎁 Prize structure for the main categories remains unchanged:
🔵 1st place – $100,000
🔵 2nd place – $50,000
🔵 3rd place – $30,000
⭐️ Special category prize: $100,000
Prepare to take on the challenge — and let your ideas shape the future of technology.
#PresidentTechAward#InnovationChallenge#TechForImpact#UzbekistanTech#ITCompetition
1-iyulgacha "President Tech Award" tanloviga ariza yuboring!
Prezidentimiz tashabbuslariga ko’ra umumiy sovrin jamg‘armasi 1 million dollarni tashkil etuvchi “President Tech Award” tanlovi juda ko’p Startup loyihalarni amalga oshishiga hissa qo’shib kelmoqda.
Bu mavsumda Siz ham qatnashing!
Tanlovda ishtirokni o’zi ham Sizga kelgusida loyihangizni targ’ib qilish uchun yangi tajriba va ko’nikmalar berishi aniq, g’olib bo’lsangiz esa loyihangizga qo’shimcha moliyaviy yordam olasiz.
🎁 Asosiy toifalar bo‘yicha mukofotlar miqdori:
🔵 1-o‘rin — 100 000 dollar
🔵 2-o‘rin — 50 000 dollar
🔵 3-o‘rin — 30 000 dollar
⭐️ Maxsus toifa mukofoti: 100 000 dollar
Batafsil: https://awards.gov.uz
Muvaffaqiyatli Startup dunyodagi ko’proq insonlarning muammolarini yecha oladigan va hayotini yaxshilashga xizmat qiladigan bo’ladi. Shunda bemalol uni kelgusida Unicornga aylanishini niyat qilsa bo’ladi.
#PresidentTechAward#InnovationChallenge#TechForImpact#UzbekistanTech#ITCompetition
🐦 Umumiy sovrin jamg‘armasi 1 million dollarni tashkil etuvchi “President Tech Award” tanlovining uzoq kutilgan mavsumi yaqinlashmoqda. Tanlov yana ikki yo‘nalish bo‘yicha o‘tkaziladi: asosiy va maxsus toifalar.
Bu sizning bilim va tajribangizni namoyish etish hamda jamiyatga foyda keltiradigan innovatsion IT-yechimlarni taqdim etish imkoniyatingizdir.
👥 Bizni kuzatib boring — tez orada rasmiy toifalar, musobaqa jadvali va ishtirok etish shartlari e’lon qilinadi.
🎁 Asosiy toifalar bo‘yicha mukofotlar miqdori o‘zgarishsiz qolmoqda:
🔵 1-o‘rin — 100 000 dollar
🔵 2-o‘rin — 50 000 dollar
🔵 3-o‘rin — 30 000 dollar
⭐️ Maxsus toifa mukofoti: 100 000 dollar
Tanlovga tayyorlaning — sizning g‘oyalaringiz texnologiyalar kelajagini belgilab berishi mumkin.
—
🐦 The highly anticipated season of the President Tech Award is just around the corner — featuring a total prize pool of $1 million. The competition will once again be held across two segments: main and special categories.
This is your chance to demonstrate your expertise and bring forward innovative IT solutions that make an impact.
👥 Stay tuned — we will soon reveal the official categories, competition timeline, and participation guidelines.
🎁 Prize structure for the main categories remains unchanged:
🔵 1st place – $100,000
🔵 2nd place – $50,000
🔵 3rd place – $30,000
⭐️ Special category prize: $100,000
Prepare to take on the challenge — and let your ideas shape the future of technology.
#PresidentTechAward#InnovationChallenge#TechForImpact#UzbekistanTech#ITCompetition
1-iyulgacha "President Tech Award" tanloviga ariza yuboring!
Prezidentimiz tashabbuslariga ko’ra umumiy sovrin jamg‘armasi 1 million dollarni tashkil etuvchi “President Tech Award” tanlovi juda ko’p Startup loyihalarni amalga oshishiga hissa qo’shib kelmoqda.
Bu mavsumda Siz ham qatnashing!
Tanlovda ishtirokni o’zi ham Sizga kelgusida loyihangizni targ’ib qilish uchun yangi tajriba va ko’nikmalar berishi aniq, g’olib bo’lsangiz esa loyihangizga qo’shimcha moliyaviy yordam olasiz.
🎁 Asosiy toifalar bo‘yicha mukofotlar miqdori:
🔵 1-o‘rin — 100 000 dollar
🔵 2-o‘rin — 50 000 dollar
🔵 3-o‘rin — 30 000 dollar
⭐️ Maxsus toifa mukofoti: 100 000 dollar
Batafsil: https://awards.gov.uz
Muvaffaqiyatli Startup dunyodagi ko’proq insonlarning muammolarini yecha oladigan va hayotini yaxshilashga xizmat qiladigan bo’ladi. Shunda bemalol uni kelgusida Unicornga aylanishini niyat qilsa bo’ladi.
#PresidentTechAward#InnovationChallenge#TechForImpact#UzbekistanTech#ITCompetition
1-iyulgacha "President Tech Award" tanloviga ariza yuboring!
Prezidentimiz tashabbuslariga ko’ra umumiy sovrin jamg‘armasi 1 million dollarni tashkil etuvchi “President Tech Award” tanlovi juda ko’p Startup loyihalarni amalga oshishiga hissa qo’shib kelmoqda.
Bu mavsumda Siz ham qatnashing!
Tanlovda ishtirokni o’zi ham Sizga kelgusida loyihangizni targ’ib qilish uchun yangi tajriba va ko’nikmalar berishi aniq, g’olib bo’lsangiz esa loyihangizga qo’shimcha moliyaviy yordam olasiz.
🎁 Asosiy toifalar bo‘yicha mukofotlar miqdori:
🔵 1-o‘rin — 100 000 dollar
🔵 2-o‘rin — 50 000 dollar
🔵 3-o‘rin — 30 000 dollar
⭐️ Maxsus toifa mukofoti: 100 000 dollar
Batafsil: https://awards.gov.uz
Muvaffaqiyatli Startup dunyodagi ko’proq insonlarni muammolarini yecha oladigan va hayotini yaxshilashga xizmat qiladian bo’ladi. Shunda bemalol uni kelgusida Unicornga aylanishini niyat qilsa bo’ladi.
#PresidentTechAward#InnovationChallenge#TechForImpact#UzbekistanTech#ITCompetition
1-iyulgacha "President Tech Award" tanloviga ariza yuboring!
Prezidentimiz tashabbuslariga ko’ra umumiy sovrin jamg‘armasi 1 million dollarni tashkil etuvchi “President Tech Award” tanlovi juda ko’p Startup loyihalarni amalga oshishiga hissa qo’shib kelmoqda.
Bu mavsumda Siz ham qatnashing!
Tanlovda ishtirokni o’zi ham Sizga kelgusida loyihangizni targ’ib qilish uchun yangi tajriba va ko’nikmalar berishi aniq, g’olib bo’lsangiz esa loyihangizga qo’shimcha moliyaviy yordam olasiz.
🎁 Asosiy toifalar bo‘yicha mukofotlar miqdori:
🔵 1-o‘rin — 100 000 dollar
🔵 2-o‘rin — 50 000 dollar
🔵 3-o‘rin — 30 000 dollar
⭐️ Maxsus toifa mukofoti: 100 000 dollar
Batafsil: https://awards.gov.uz
Muvaffaqiyatli Startup dunyodagi ko’proq insonlarning muammolarini yecha oladigan va hayotini yaxshilashga xizmat qiladigan bo’ladi. Shunda bemalol uni kelgusida Unicornga aylanishini niyat qilsa bo’ladi.
#PresidentTechAward#InnovationChallenge#TechForImpact#UzbekistanTech#ITCompetition