Generative AI Complete Bootcamp - NLP, Transformers & Gen AI
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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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5Introduction to Python - Essential Syntax and Semantics IVideo lesson
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6Introduction to Python - Essential Syntax and Semantics IIVideo lesson
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7Python VariablesVideo lesson
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8Operators in PythonVideo lesson
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9Python Basics: Variables, Operators, and Membership OperatorsQuiz
This test will cover basic concepts of variables, different types of operators (arithmetic, comparison, logical, bitwise, etc.), identity and membership operators, and a few common pitfalls in Python.
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10Python Basics - Variables, Operators, and MembershipQuiz
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14Python Lists and List Comprehension: Everything You Need to Know IVideo lesson
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15Python Lists and List Comprehension: Everything You Need to Know IIVideo lesson
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16Tuples in Python: Immutable CollectionsVideo lesson
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17Python Dictionaries: Efficient Key-Value Pair ManagementVideo lesson
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18Python Dictionaries: Efficient Key-Value Pair Management IIVideo lesson
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19Building a Simple Contact ManagerQuiz
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35Python Classes and ObjectsVideo lesson
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36Use of "self" in PythonVideo lesson
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37Encapsulation in PythonVideo lesson
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38Inheritance in PythonVideo lesson
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39Multiple and Multi-Level InheritanceVideo lesson
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40Polymorphism in PythonVideo lesson
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41*args and **kwargs in PythonVideo lesson
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42Abstraction in PythonVideo lesson
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46Road Map of NLP LearningVideo lesson
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47UseCases of the NLPVideo lesson
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48Tokenization Essentials and Key NLP TerminologiesVideo lesson
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49Practical Example of TokenizationVideo lesson
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50Text Preprocessing - StemmingVideo lesson
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51Text Preprocessing - LemmatizationVideo lesson
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52Parts of Speech (POS) Tagging Using NLTKVideo lesson
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53Text Preprocessing - StopWordsVideo lesson
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54Named Entity Recognition (NER)Video lesson
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55One-Hot Encoding in NLPVideo lesson
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56Example : One-Hot Encoding in NLPVideo lesson
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57Bag of Words (BoW) in NLPVideo lesson
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58Application of Bag of Words (BoW)Video lesson
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59What is N-GramVideo lesson
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60Predict the next word using an N-GramVideo lesson
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61TF-IDF in NLP and It's ApplicationVideo lesson
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62Identifying News Article Topics Using TF-IDFVideo lesson
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63Word Embedding in NLPVideo lesson

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