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SWIf I was a beginner learning to code, I would use this Python roadmap step by step for beginners 💪 #coding #codingforbeginners #learntocode #codingtips #cs #python #computerscience #usemassive
@swerikcodes
#Python Was Developed By
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That decision is why Python powers Al, machine learning, data science, automation, and startups worldwide today.
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This reels gives an insight of how ChatGPT works behind the scenes.
GPT-3 (Generative Pre-trained Transformer 3) is a groundbreaking language model developed by OpenAI. Here’s a simplified overview of how it works:
**Architecture:**
GPT-3 is based on the transformer architecture, which consists of:
1. **Encoder:** A stack of identical layers, each comprising self-attention mechanisms and feed-forward networks (FFNs).
2. **Decoder:** Another stack of similar layers, but with an additional output layer to generate text.
**Pre-training:**
GPT-3 was pre-trained on a massive dataset (~45 GB) of text from the internet, including books, articles, and websites. This process involves:
1. **Masked language modeling:** Randomly masking some tokens in the input text and predicting the original token.
2. **Next sentence prediction:** Predicting the next sentence in a sequence given the previous sentences.
**Fine-tuning:**
GPT-3 can be fine-tuned for specific tasks, such as:
1. **Language translation:** Translating text from one language to another.
2. **Summarization:** Summarizing long pieces of text into shorter ones.
3. **Question answering:** Answering questions based on the input text.
**How it works:**
When you give GPT-3 a prompt or input text, it:
1. **Tokenizes** the input into subwords (smaller units of words).
2. **Encodes** the tokenized input using the encoder layers.
3. **Generates** output tokens based on the encoded input and decoder layers.
4. **Post-processes** the generated text to refine its quality.
GPT-3’s abilities are impressive, including:
* Generating coherent text that appears to have been written by a human.
* Understanding natural language and responding accordingly.
* Learning from vast amounts of data and adapting to new tasks.
Video credits :- @3blue1brown
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🔸️This is Aidan's 12th day of Python programming.
🔸️"But WAIT, if students don't learn procedural and syntax fundamentals, they'll never be able to troubleshoot their own code!"
🔸️Yes. I agree with you. I'm teaching them the basics and not overlooking the critical fundamentals. You're right.
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Visit our site for free source codes & Tutorials, HTML, CSS, Python, JavaScript, Java and More Coding. www.studymuch.in
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Follow @studymuch.in #studymuch for more content on computer science, programming, technology, and the Programming languages.
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