Mastering Generative AI: LLMs, Prompt Engineering & More!
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Unlock the potential of Generative AI with our comprehensive course, “Mastering Generative AI: LLMs, Prompt Engineering & More.” This course is designed for both beginners and seasoned developers looking to deepen their understanding of the rapidly evolving field of artificial intelligence.
In this course, you will explore a wide range of essential topics, including:
· Python Programming: Learn the fundamentals of Python, the go-to language for AI development, and become proficient in data manipulation using libraries like Pandas and NumPy.
· Natural Language Processing (NLP): Dive into the world of NLP, mastering techniques for text processing, feature extraction, and leveraging powerful libraries like NLTK and SpaCy.
· Deep Learning and Transformers: Understand the architecture of Transformer models, which are at the heart of many state-of-the-art AI applications. Discover the principles of deep learning and how to implement neural networks using TensorFlow and PyTorch.
· Large Language Models (LLMs): Gain insights into LLMs, their training, and fine-tuning processes. Learn how to effectively use these models in various applications, from chatbots to content generation.
· Retrieval-Augmented Generation (RAG): Explore the innovative concept of RAG, which combines retrieval techniques with generative models to enhance AI performance.
· Prompt Engineering: Master the art of crafting effective prompts to improve the interaction with LLMs and optimize the output for specific tasks.
· Vector Databases: Discover how to implement and utilize vector databases for storing and retrieving high-dimensional data, a crucial skill in managing AI-generated content.
The course culminates in a Capstone Project, where you will apply everything you’ve learned to solve a real-world problem using Generative AI techniques.
By the end of this course, you will have a solid foundation in Generative AI and the skills to implement complex AI solutions. Whether you’re looking to enhance your career, transition into AI development, or simply explore this fascinating field, this course is your gateway to mastering Generative AI.
Enroll now and take the first step toward becoming an expert in Generative AI!!
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27
Case Folding -
28
Special Character Removal
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29
Handling Contractions
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30
Tokenization
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31
Stop Words Removal
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32
nGrams
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33
Vectorization
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34
Word Embeddings
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35
Bag of Words (Theory)
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36
Bag of Words (Practicals)
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37
TF-IDF (Theory)
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38
TF-IDF (Practicals)
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39
Part of Speech Tagging & NER
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40
Named Entity Recognition (Practicals)
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51
LSTM Part 1
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52
LSTM Part 2 (Architecture)
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53
LSTM Part 3 (Deep Dive Architecture)
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54
LSTM Part 4 (Pointwise Operations)
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55
LSTM Part 5 forgetGate
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56
LSTM Part 6 inputGate
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57
LSTM Part 7 outputGate
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LSTM Part 8 Practicals
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LSTM Part 9 Practicals
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60
LSTM Part 10 Practicals
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61
GRU Part 1
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62
GRU Part 2
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63
GRU Part 3 (resetGate)
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64
GRU Part 4 (updateGate)
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65
GRU Part 5 Practicals
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66
Bi Directional RNN
