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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
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REPython wasn't built to be trendy - it was built to be useful.
Guido van Rossum created Python because C was powerful but unsafe, and shell scripts were too limited in scope.
He wanted a language that was easier to use, safer than C, and smart enough to handle things like memory management and bounds checking - without slowing developers down.
That decision is why Python powers Al, machine learning, data science, automation, and startups worldwide today.
Sometimes the best tech isn't invented to impress it's invented to solve a real problem.
Do you think Python is still the best beginner-friendly language in 2026?
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SUVideo credits :- @3blue1brown
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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_P🐍Learning Python with AI
🔸️In this class, we're training students to learn Python faster with AI collaboration!
🔸️Here, Aidan uses ChatGPT to recreate a version of the classic arcade game Asteroids.
🔸️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.
🔸️Also, it's important to show them the capabilities offered through collaborating with a powerful tool and how to use it as a learning aid, ather than a shortcut. This is critical!
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STPython Graphics Pattern Design....
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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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