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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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Импульс ГУАП

@guap_mol · Post #3403 · 01/10/2026, 12:03 PM

Ассоциации▫️ ➿➿➿➿➿➿➿➿➿➿ Возвращаем давнюю идею в новых реалиях 🤩 Сегодня ты сможешь ещё лучше узнатьпредседателя профбюро факультета №6 ➿➿➿➿➿➿➿➿➿➿ #AC Источник: Козырная Шестёрка

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proWines🍷

@pro_Wines · Post #2518 · 08/15/2023, 06:19 PM

Испания 🇪🇸, Монастрель. Шикарно, по-мужски, ягодно, сочно, пыль, земля и перец. Фруктиков тут не будет)) Даже пробку однозначно в коллекцию, здесь и искры и надпись "music for your tangue" - Музыка для твоего языка.... Ценник +/- 1000р. #AC/DC @pro_Wines

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Pensive|

@PensivePost · Post #5022 · 03/25/2021, 02:19 PM

I had a dream , a dream of delusion A man with muscles better and nerves more A suit was his only wear He held me close His perfume made me crazy I could smell his hormones that made me dizzy A man perfect than the word , have ever seen before All seemed a piece of fiction , time stopped around me I saw his lips part , desire spoke “You are mine , I don't allow you to look at others and smile” My heart beat faster , felt his warmth of lips on mine I closed my eyes to feel , opened and found lying in the sofa Although a dream but the man I want . From love lorn to a walter The man kept the fire in me burn I perfected fake smile , ambition in me spoke From bubbly to cold I made myself perfect than the word Perfect man in dreams to a perfect lady in life Adoring him to adored by all the men My life changed from a turmoil to utopia #review#poetry#AC

Tutto Elezioni

@tuttoelezioni · Post #1283 · 09/29/2025, 05:08 PM

#Italia🇮🇹 #Regionali #ValledAosta Risultati preliminari. Distribuzione dei seggi. 🟦 Union Valdôtaine (#UV|G/EFA): 12 🟦 Autonomisti di Centro (#AC): 6 🟦 Fratelli d'Italia (#FdI|ECR): 4 🟦 Forza Italia (#FI|PPE): 4 🟩 Lega (#LSP|PfE): 3 🟧 Partito Democratico (#PD|S&D): 3 🟥 Alleanza Verdi e Sinistra (#AVS|G/EFA|LEFT): 3 🟩 Valle d'Aosta Aperta (#VdAA; include #M5S|LEFT e #PRC|LEFT): 0 🟦 Valle d'Aosta Futura (#VdAF): 0 Totale: 35 Maggioranza: 18 @TuttoElezioni

Tutto Elezioni

@tuttoelezioni · Post #1282 · 09/29/2025, 05:06 PM

#Italia🇮🇹 #Regionali #ValledAosta Risultati preliminari. Voti scrutinati: 65.011/65.011 (100%). 🟦 Union Valdôtaine (#UV|G/EFA): 31,97% 🟦 Autonomisti di Centro (#AC): 14,05% 🟦 Fratelli d'Italia (#FdI|ECR): 10,99% 🟦 Forza Italia (#FI|PPE): 10,05% 🟩 Lega (#LSP|PfE): 8,38% 🟧 Partito Democratico (#PD|S&D): 8,04% 🟥 Alleanza Verdi e Sinistra (#AVS|G/EFA|LEFT): 6,32% 🟩 Valle d'Aosta Aperta (#VdAA; include #M5S|LEFT e #PRC|LEFT): 5,56% 🟦 Valle d'Aosta Futura (#VdAF): 4,64% @TuttoElezioni

Tutto Elezioni

@tuttoelezioni · Post #1281 · 09/29/2025, 04:13 PM

#Italia🇮🇹 #Regionali #ValledAosta Risultati preliminari. Voti scrutinati: 62.301/65.011 (95,83%). 🟦 Union Valdôtaine (#UV|G/EFA): 31,77% 🟦 Autonomisti di Centro (#AC): 14,07% 🟦 Fratelli d'Italia (#FdI|ECR): 11,03% 🟦 Forza Italia (#FI|PPE): 10,12% 🟩 Lega (#LSP|PfE): 8,41% 🟧 Partito Democratico (#PD|S&D): 8,08% 🟥 Alleanza Verdi e Sinistra (#AVS|G/EFA|LEFT): 6,32% 🟩 Valle d'Aosta Aperta (#VdAA; include #M5S|LEFT e #PRC|LEFT): 5,57% 🟦 Valle d'Aosta Futura (#VdAF): 4,62% @TuttoElezioni

Tutto Elezioni

@tuttoelezioni · Post #1273 · 09/29/2025, 01:36 PM

#Italia🇮🇹 #Regionali #ValledAosta Risultati preliminari. Voti scrutinati: 42.720/65.011 (65,71%). 🟦 Union Valdôtaine (#UV|G/EFA): 31,38% 🟦 Autonomisti di Centro (#AC): 14,08% 🟦 Fratelli d'Italia (#FdI|ECR): 10,98% 🟦 Forza Italia (#FI|PPE): 10,49% 🟩 Lega (#LSP|PfE): 8,72% 🟧 Partito Democratico (#PD|S&D): 8,00% 🟥 Alleanza Verdi e Sinistra (#AVS|G/EFA|LEFT): 6,18% 🟩 Valle d'Aosta Aperta (#VdAA; include #M5S|LEFT e #PRC|LEFT): 5,56% 🟦 Valle d'Aosta Futura (#VdAF): 4,62% @TuttoElezioni

Tutto Elezioni

@tuttoelezioni · Post #1272 · 09/29/2025, 01:18 PM

#Italia🇮🇹 #Regionali #ValledAosta Risultati preliminari. Voti scrutinati: 38.050/65.011 (58,53%). 🟦 Union Valdôtaine (#UV|G/EFA): 31,55% 🟦 Autonomisti di Centro (#AC): 14,14% 🟦 Fratelli d'Italia (#FdI|ECR): 10,83% 🟦 Forza Italia (#FI|PPE): 10,46% 🟩 Lega (#LSP|PfE): 8,71% 🟧 Partito Democratico (#PD|S&D): 7,99% 🟥 Alleanza Verdi e Sinistra (#AVS|G/EFA|LEFT): 6,17% 🟩 Valle d'Aosta Aperta (#VdAA; include #M5S|LEFT e #PRC|LEFT): 5,53% 🟦 Valle d'Aosta Futura (#VdAF): 4,62% @TuttoElezioni

Tutto Elezioni

@tuttoelezioni · Post #1269 · 09/29/2025, 12:50 PM

#Italia🇮🇹 #Regionali #ValledAosta Risultati preliminari. Voti scrutinati: 35.027/65.011 (53,88%). 🟦 Union Valdôtaine (#UV|G/EFA): 30,90% 🟦 Autonomisti di Centro (#AC): 14,34% 🟦 Fratelli d'Italia (#FdI|ECR): 10,99% 🟦 Forza Italia (#FI|PPE): 10,54% 🟩 Lega (#LSP|PfE): 8,81% 🟧 Partito Democratico (#PD|S&D): 8,01% 🟥 Alleanza Verdi e Sinistra (#AVS|G/EFA|LEFT): 6,09% 🟩 Valle d'Aosta Aperta (#VdAA; include #M5S|LEFT e #PRC|LEFT): 5,62% 🟦 Valle d'Aosta Futura (#VdAF): 4,70% @TuttoElezioni

Tutto Elezioni

@tuttoelezioni · Post #1268 · 09/29/2025, 12:30 PM

#Italia🇮🇹 #Regionali #ValledAosta Risultati preliminari. Voti scrutinati: 31.743/65.011 (48,83%). 🟦 Union Valdôtaine (#UV|G/EFA): 29,99% 🟦 Autonomisti di Centro (#AC): 14,47% 🟦 Fratelli d'Italia (#FdI|ECR): 11,09% 🟦 Forza Italia (#FI|PPE): 10,84% 🟩 Lega (#LSP|PfE): 9,08% 🟧 Partito Democratico (#PD|S&D): 8,18% 🟥 Alleanza Verdi e Sinistra (#AVS|G/EFA|LEFT): 6,05% 🟩 Valle d'Aosta Aperta (#VdAA; include #M5S|LEFT e #PRC|LEFT): 5,68% 🟦 Valle d'Aosta Futura (#VdAF): 4,63% @TuttoElezioni

Tutto Elezioni

@tuttoelezioni · Post #1264 · 09/29/2025, 11:21 AM

#Italia🇮🇹 #Regionali #ValledAosta Risultati preliminari. Voti scrutinati: 22.188/65.011 (34,13%). 🟦 Union Valdôtaine (#UV|G/EFA): 26,93% 🟦 Autonomisti di Centro (#AC): 14,27% 🟦 Forza Italia (#FI|PPE): 12,07% 🟦 Fratelli d'Italia (#FdI|ECR): 11,82% 🟩 Lega (#LSP|PfE): 9,23% 🟧 Partito Democratico (#PD|S&D): 9,01% 🟥 Alleanza Verdi e Sinistra (#AVS|G/EFA|LEFT): 6,09% 🟩 Valle d'Aosta Aperta (#VdAA; include #M5S|LEFT e #PRC|LEFT): 6,08% 🟦 Valle d'Aosta Futura (#VdAF): 4,50% @TuttoElezioni

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