Welcome to this course
This course is Mastering Vector Databases for AI Applications in Arabic by Eng/Mohammed Agoor.
In this course, we are going on a journey to discover vector databases like (pinecone, Qdrant) and how to get the best benefit from them via end-to-end projects for building semantic search engines and image search engines from scratch up to deployment and testing.
What we learn here is a lot, We will start by discussing the vector databases and their benefits, review embeddings for text data and feature extraction for images, then we will dive into the pinecone vector database and use it for building an end-to-end semantic search engine and an end-to-end image search engine. Then we will dive into another great vector database (Qdrant) and use it also for the same projects.
Are you ready to take your AI skills to the next level? This course is designed to equip you with the knowledge and hands-on experience needed to build semantic search engines and image search engines from scratch to deployment and testing.
What You'll Learn:
Through a series of engaging modules, you'll explore a wealth of concepts and practical techniques:
Vector databases, and their benefits
Review embeddings for text data and feature extraction for images
Pinecone vector database and its cloud service
Pinecone pricing estimator, and (project, index, collection, pod size, pod type) definitions
Connecting pinecone
Semantic search project using pinecone
Pinecone functions (upsert, delete, update, fetch, query)
Deployment of semantic search with pinecone project using FastAPI
Endpoint to search for semantic search with pinecone project
Endpoint to update (index, delete) for semantic search with pinecone project
Image search project using pinecone
Deployment of image search with pinecone project using FastAPI
Endpoint to search for image search with pinecone project
Endpoint to update (index, delete) for image search with pinecone project
Qdrant vector database, (cluster, collection) definitions
Qdrant dashboard
Connecting qdrant
Semantic search project using qdrant
Deployment of semantic search with qdrant project using FastAPI
Endpoint to search for semantic search with qdrant project
Endpoint to update (index, delete) for semantic search with qdrant project
Image search project using qdrant
Deployment of image search with qdrant project using FastAPI
Endpoint to search for image search with qdrant project
Endpoint to update (index, delete) for semantic search with qdrant project
Whether you're an AI enthusiast, developer, or data scientist, this course will empower you with the knowledge and practical skills necessary to excel in utilizing vector databases for AI applications.
Join us now and embark on an enriching learning journey that will set you on the path to mastering vector databases for cutting-edge AI projects.
Enroll today!
Welcome to this course
This course is Mastering Vector Databases for AI Applications in Arabic by Eng/Mohammed Agoor.
In this course, we are going on a journey to discover vector databases like (pinecone, Qdrant) and how to get the best benefit from them via end-to-end projects for building semantic search engines and image search engines from scratch up to deployment and testing.
What we learn here is a lot, We will start by discussing the vector databases and their benefits, review embeddings for text data and feature extraction for images, then we will dive into the pinecone vector database and use it for building an end-to-end semantic search engine and an end-to-end image search engine. Then we will dive into another great vector database (Qdrant) and use it also for the same projects.
Are you ready to take your AI skills to the next level? This course is designed to equip you with the knowledge and hands-on experience needed to build semantic search engines and image search engines from scratch to deployment and testing.
What You'll Learn:
Through a series of engaging modules, you'll explore a wealth of concepts and practical techniques:
Vector databases, and their benefits
Review embeddings for text data and feature extraction for images
Pinecone vector database and its cloud service
Pinecone pricing estimator, and (project, index, collection, pod size, pod type) definitions
Connecting pinecone
Semantic search project using pinecone
Pinecone functions (upsert, delete, update, fetch, query)
Deployment of semantic search with pinecone project using FastAPI
Endpoint to search for semantic search with pinecone project
Endpoint to update (index, delete) for semantic search with pinecone project
Image search project using pinecone
Deployment of image search with pinecone project using FastAPI
Endpoint to search for image search with pinecone project
Endpoint to update (index, delete) for image search with pinecone project
Qdrant vector database, (cluster, collection) definitions
Qdrant dashboard
Connecting qdrant
Semantic search project using qdrant
Deployment of semantic search with qdrant project using FastAPI
Endpoint to search for semantic search with qdrant project
Endpoint to update (index, delete) for semantic search with qdrant project
Image search project using qdrant
Deployment of image search with qdrant project using FastAPI
Endpoint to search for image search with qdrant project
Endpoint to update (index, delete) for semantic search with qdrant project
Whether you're an AI enthusiast, developer, or data scientist, this course will empower you with the knowledge and practical skills necessary to excel in utilizing vector databases for AI applications.
Join us now and embark on an enriching learning journey that will set you on the path to mastering vector databases for cutting-edge AI projects.
Enroll today!
Welcome to the enlightening world of the "Prompt Engineering with Practical Live Examples" course. Within this course, a treasure trove of invaluable knowledge awaits you, generously offered completely free of charge. Our mission is to equip you with a deep understanding of the art and science of Prompt Engineering, a skill that is currently in exceptionally high demand across various industries.
Embark on this journey with us as we start from the very basics, ensuring no concept remains unfamiliar. Concepts such as Artificial Intelligence (AI), Large Language Models (LLM), Generative Text Models (GTM), and Natural Language Processing (NLP) will be demystified, providing you with a solid foundation for what lies ahead.
However, what truly sets this course apart is its immersive and practical nature. We don't just stop at theory; we guide you through the terrain of real-life examples that harbor the clandestine elements necessary to elevate your prompts to new heights. These subtle yet potent elements, when masterfully integrated into your prompts, will coax LLMs like ChatGPT and Google Bard into producing responses that transcend the ordinary. Your audience will undoubtedly be captivated by the quality of the AI-generated output, fostering an unparalleled level of engagement.
Yet, the course's scope extends beyond mere prompt manipulation. Unveiling the full potential of Prompt Engineering in conjunction with the Python programming language, we'll delve into mind-boggling applications that will expand your horizons. Prepare to be astonished as you discover the multitude of innovative feats that can be accomplished through the fusion of these two powerful tools.
Enrolling in this course couldn't be easier—simply sign up and gain access to a wealth of knowledge, all without any financial commitment. This zero-cost opportunity invites you to absorb the intricate techniques that make Prompt Engineering a force to be reckoned with.
In a world where AI is reshaping industries and redefining possibilities, grasping the essence of Prompt Engineering can be your gateway to staying at the forefront of innovation. So why wait? Embark on this educational expedition, and expose yourself to the transformative power of Prompt Engineering. Whether you're an aspiring AI enthusiast, a seasoned programmer, or a curious mind eager to explore, this course guarantees to leave you awe-inspired and equipped to navigate the dynamic landscape of AI-driven communication. Your journey into the realm of limitless creativity and compelling AI interaction starts here—seize the opportunity today!
Welcome to the enlightening world of the "Prompt Engineering with Practical Live Examples" course. Within this course, a treasure trove of invaluable knowledge awaits you, generously offered completely free of charge. Our mission is to equip you with a deep understanding of the art and science of Prompt Engineering, a skill that is currently in exceptionally high demand across various industries.
Embark on this journey with us as we start from the very basics, ensuring no concept remains unfamiliar. Concepts such as Artificial Intelligence (AI), Large Language Models (LLM), Generative Text Models (GTM), and Natural Language Processing (NLP) will be demystified, providing you with a solid foundation for what lies ahead.
However, what truly sets this course apart is its immersive and practical nature. We don't just stop at theory; we guide you through the terrain of real-life examples that harbor the clandestine elements necessary to elevate your prompts to new heights. These subtle yet potent elements, when masterfully integrated into your prompts, will coax LLMs like ChatGPT and Google Bard into producing responses that transcend the ordinary. Your audience will undoubtedly be captivated by the quality of the AI-generated output, fostering an unparalleled level of engagement.
Yet, the course's scope extends beyond mere prompt manipulation. Unveiling the full potential of Prompt Engineering in conjunction with the Python programming language, we'll delve into mind-boggling applications that will expand your horizons. Prepare to be astonished as you discover the multitude of innovative feats that can be accomplished through the fusion of these two powerful tools.
Enrolling in this course couldn't be easier—simply sign up and gain access to a wealth of knowledge, all without any financial commitment. This zero-cost opportunity invites you to absorb the intricate techniques that make Prompt Engineering a force to be reckoned with.
In a world where AI is reshaping industries and redefining possibilities, grasping the essence of Prompt Engineering can be your gateway to staying at the forefront of innovation. So why wait? Embark on this educational expedition, and expose yourself to the transformative power of Prompt Engineering. Whether you're an aspiring AI enthusiast, a seasoned programmer, or a curious mind eager to explore, this course guarantees to leave you awe-inspired and equipped to navigate the dynamic landscape of AI-driven communication. Your journey into the realm of limitless creativity and compelling AI interaction starts here—seize the opportunity today!
Are you ready to unlock the full potential of AI and revolutionize the way you interact with technology? Welcome to our transformative course, "Supercharge Your AI Creations: ChatGPT Prompt Engineering & Python Scripting." In this beginner-friendly yet powerful course, we'll take you on an exhilarating journey through the realms of AI, equipping you with the skills to create dynamic and intelligent AI applications through ChatGPT Prompt Engineering and Python scripting.
Why is this course important?
1. Master the Art of ChatGPT Prompt Engineering:
ChatGPT is an incredibly powerful language model that can understand and generate human-like text responses. However, to harness its true potential, you need to learn the art of prompt engineering – crafting precise and effective instructions to guide the AI's responses. In this course, we demystify prompt engineering, teaching you how to ask the right questions and get accurate, context-aware, and reliable AI-driven answers.
2. Empower Your Ideas with Python Scripting
Python scripting is the backbone of AI development, offering a user-friendly and versatile programming language that opens up endless possibilities. From data handling to building AI models, Python empowers you to bring your ideas to life efficiently and effectively. In this course, we'll walk you through Python fundamentals, arming you with the coding skills necessary to create smart, AI-driven applications.
3. Create Impactful AI Applications:
Imagine building AI-powered chatbots that provide personalized customer support, virtual assistants that streamline daily tasks, or language interfaces that enable seamless communication with smart devices. With ChatGPT Prompt Engineering and Python scripting at your fingertips, you'll be able to develop sophisticated AI applications that add value to businesses, enhance user experiences, and drive innovation across various industries.
4. Transform Your Career and Future:
In today's fast-paced world, AI-driven technologies are reshaping industries and driving significant advancements. By mastering ChatGPT Prompt Engineering and Python scripting, you'll be uniquely positioned to stand out in the job market and propel your career to new heights. Whether you're an aspiring AI developer, a seasoned programmer, or a curious tech enthusiast, this course will open doors to exciting opportunities and rewarding positions.
5. Build a Portfolio of Impressive Projects:
Learning through hands-on experience is essential for skill mastery. Throughout this course, you'll tackle real-world projects that challenge your creativity and problem-solving abilities. By the end, you'll have a comprehensive portfolio of AI applications, showcasing your expertise to potential employers and clients alike.
7. Change Your Life with AI Innovation:
AI is at the forefront of technological innovation, driving transformative changes in every aspect of life. With the knowledge gained from this course, you'll have the power to create solutions that make a difference, not only in your career but also in the lives of countless people worldwide. Imagine the impact of your AI creations in healthcare, education, sustainability, and beyond – this course will empower you to be a catalyst for positive change.
Don't miss this opportunity to supercharge your AI creations with ChatGPT Prompt Engineering & Python scripting. Embrace the future of technology and join us on this incredible journey to unleash the full potential of AI in your life and the world. Enroll now and embark on a life-changing adventure with AI innovation!
Are you ready to unlock the full potential of AI and revolutionize the way you interact with technology? Welcome to our transformative course, "Supercharge Your AI Creations: ChatGPT Prompt Engineering & Python Scripting." In this beginner-friendly yet powerful course, we'll take you on an exhilarating journey through the realms of AI, equipping you with the skills to create dynamic and intelligent AI applications through ChatGPT Prompt Engineering and Python scripting.
Why is this course important?
1. Master the Art of ChatGPT Prompt Engineering:
ChatGPT is an incredibly powerful language model that can understand and generate human-like text responses. However, to harness its true potential, you need to learn the art of prompt engineering – crafting precise and effective instructions to guide the AI's responses. In this course, we demystify prompt engineering, teaching you how to ask the right questions and get accurate, context-aware, and reliable AI-driven answers.
2. Empower Your Ideas with Python Scripting
Python scripting is the backbone of AI development, offering a user-friendly and versatile programming language that opens up endless possibilities. From data handling to building AI models, Python empowers you to bring your ideas to life efficiently and effectively. In this course, we'll walk you through Python fundamentals, arming you with the coding skills necessary to create smart, AI-driven applications.
3. Create Impactful AI Applications:
Imagine building AI-powered chatbots that provide personalized customer support, virtual assistants that streamline daily tasks, or language interfaces that enable seamless communication with smart devices. With ChatGPT Prompt Engineering and Python scripting at your fingertips, you'll be able to develop sophisticated AI applications that add value to businesses, enhance user experiences, and drive innovation across various industries.
4. Transform Your Career and Future:
In today's fast-paced world, AI-driven technologies are reshaping industries and driving significant advancements. By mastering ChatGPT Prompt Engineering and Python scripting, you'll be uniquely positioned to stand out in the job market and propel your career to new heights. Whether you're an aspiring AI developer, a seasoned programmer, or a curious tech enthusiast, this course will open doors to exciting opportunities and rewarding positions.
5. Build a Portfolio of Impressive Projects:
Learning through hands-on experience is essential for skill mastery. Throughout this course, you'll tackle real-world projects that challenge your creativity and problem-solving abilities. By the end, you'll have a comprehensive portfolio of AI applications, showcasing your expertise to potential employers and clients alike.
7. Change Your Life with AI Innovation:
AI is at the forefront of technological innovation, driving transformative changes in every aspect of life. With the knowledge gained from this course, you'll have the power to create solutions that make a difference, not only in your career but also in the lives of countless people worldwide. Imagine the impact of your AI creations in healthcare, education, sustainability, and beyond – this course will empower you to be a catalyst for positive change.
Don't miss this opportunity to supercharge your AI creations with ChatGPT Prompt Engineering & Python scripting. Embrace the future of technology and join us on this incredible journey to unleash the full potential of AI in your life and the world. Enroll now and embark on a life-changing adventure with AI innovation!
このコースでは、話題の大規模言語（LLM）モデル・生成系AIについて解説していきます！
昨今様々な企業がAIの研究開発にしのぎを削っており日々ものすごい進化をとげていますので、この時代の流れに遅れをとらないようにAIについてキャッチアップしていきましょう！
このコースでは、最初にアニメーションで各モデルの概要について学んでいきます。
・パーセプトロン
・ディープラーニング
・Transformer
・GPTモデル
・PaLM
・LLaMA
・DALL・E
ちょっと小難しい内容も入ってきますが、完璧に理解しなくてもなんとなく理解しておけば大丈夫です。
そして概要を理解した後は、実際にPythonを使って手を動かしながら各モデルを動かしていきます。
とりあえず手を動かして動かしてみることが大事ですのでガシガシ触っていきましょう！
それほどPythonにおいて複雑な内容は出てきませんが、基礎的な部分はわかっている前提で話が進んでいきますのである程度Pythonを触ったことある方が望ましいです。
それではAIの世界に触れていきましょう！
このコースでは、話題の大規模言語（LLM）モデル・生成系AIについて解説していきます！
昨今様々な企業がAIの研究開発にしのぎを削っており日々ものすごい進化をとげていますので、この時代の流れに遅れをとらないようにAIについてキャッチアップしていきましょう！
このコースでは、最初にアニメーションで各モデルの概要について学んでいきます。
・パーセプトロン
・ディープラーニング
・Transformer
・GPTモデル
・PaLM
・LLaMA
・DALL・E
ちょっと小難しい内容も入ってきますが、完璧に理解しなくてもなんとなく理解しておけば大丈夫です。
そして概要を理解した後は、実際にPythonを使って手を動かしながら各モデルを動かしていきます。
とりあえず手を動かして動かしてみることが大事ですのでガシガシ触っていきましょう！
それほどPythonにおいて複雑な内容は出てきませんが、基礎的な部分はわかっている前提で話が進んでいきますのである程度Pythonを触ったことある方が望ましいです。
それではAIの世界に触れていきましょう！
Master Deep Learning with Python for AI Excellence
Course Description:
This meticulously crafted course is designed to empower you with comprehensive knowledge and practical skills to thrive in the world of artificial intelligence.
Immerse yourself in engaging lectures and hands-on lab sessions that cover fundamental concepts, cutting-edge methodologies, and real-world applications of deep learning. Gain expertise in essential Python libraries, machine learning algorithms, and advanced techniques, setting a solid foundation for your AI career.
Course Highlights:
In-Demand Skills: Acquire the highly sought-after skills demanded by today's AI-centric job market, opening doors to data science, machine learning, and AI development roles.
Hands-On Learning: Learn by doing! Our interactive lab sessions ensure you gain practical experience, from data preprocessing to model evaluation, making you a proficient deep learning practitioner.
Comprehensive Curriculum: From foundational Python libraries like Pandas and NumPy to cutting-edge neural network architectures like CNNs and RNNs, this course covers it all. Explore linear regression, logistic regression, decision trees, clustering, anomaly detection, and more.
Expert Guidance: Our experienced instructors are committed to your success. Receive expert guidance, personalized feedback, and valuable insights to accelerate your learning journey.
Project-Based Learning: Strengthen your skills with real-world projects that showcase your deep learning capabilities, building a compelling portfolio.
Practical Applications: Understand how deep learning powers real-world applications, including image recognition, natural language processing, recommendation systems, and autonomous vehicles.
Who Should Enroll:
Aspiring Data Scientists: Start your journey into data science and AI with the skills and knowledge needed to excel.
Machine Learning Enthusiasts: Deepen your understanding of machine learning and take it to the next level with deep learning applications.
AI Developers: Enhance your proficiency in deep learning to stay ahead in this rapidly evolving field.
Whether you're new to AI or an experienced professional, this course empowers you to harness the full potential of deep learning and Python, opening doors to limitless opportunities. Don't miss this chance to shape your future in artificial intelligence.
Course Curriculum
Section 1: Introduction
Understand the significance of deep learning and its implications.
Get familiar with essential Integrated Development Environments (IDEs).
Section 2: Python Libraries
Master data manipulation with Pandas.
Explore numerical operations with NumPy.
Dive into scientific analysis using Scipy.
Create visually appealing graphics with Matplotlib.
Craft elegant visualizations with Seaborn.
Section 3: Introduction to Deep Learning
Uncover the fundamental principles of deep learning.
Grasp the pivotal role of neural networks.
Section 4: Supervised vs. Unsupervised Learning
Demystify supervised and unsupervised learning.
Section 5: Linear Regression
Master linear regression for prediction.
Section 6: Multiple Linear Regression
Predict multiple outcomes using advanced techniques.
Section 7: Logistic Regression
Equip computers with decision-making capabilities.
Section 8: Decision Trees
Explore decision trees and essential companions like Xgboost and Random Forest.
Section 9: Clustering
Organize data through clustering.
Section 10: Anomaly Detection
Identify anomalies in data.
Section 11: Collaborative and Content-Based Filtering
Deliver personalized recommendations.
Section 12: Reinforcement Learning
Immerse in dynamic reinforcement learning.
Section 13: Neural Networks
Delve into the core of AI with neural networks.
Section 14: TensorFlow
Master the acclaimed deep learning library.
Section 15: Keras
Build and train deep learning models with ease.
Section 16: PyTorch
Explore the dynamic and versatile deep-learning library.
Section 17: RNN and CNN
Unlock specialized architectures for sequential data and image processing.
Upon course completion, you'll possess a profound understanding of deep learning, ready to tackle diverse AI and machine learning challenges using Python's robust toolkit.
This course equips you to confidently step into the realm of AI mastery. Experience the magic of AI and command your computer to achieve remarkable feats!
Enroll now and unlock the magic of Deep Learning and Python!"
Master Deep Learning with Python for AI Excellence
Course Description:
This meticulously crafted course is designed to empower you with comprehensive knowledge and practical skills to thrive in the world of artificial intelligence.
Immerse yourself in engaging lectures and hands-on lab sessions that cover fundamental concepts, cutting-edge methodologies, and real-world applications of deep learning. Gain expertise in essential Python libraries, machine learning algorithms, and advanced techniques, setting a solid foundation for your AI career.
Course Highlights:
In-Demand Skills: Acquire the highly sought-after skills demanded by today's AI-centric job market, opening doors to data science, machine learning, and AI development roles.
Hands-On Learning: Learn by doing! Our interactive lab sessions ensure you gain practical experience, from data preprocessing to model evaluation, making you a proficient deep learning practitioner.
Comprehensive Curriculum: From foundational Python libraries like Pandas and NumPy to cutting-edge neural network architectures like CNNs and RNNs, this course covers it all. Explore linear regression, logistic regression, decision trees, clustering, anomaly detection, and more.
Expert Guidance: Our experienced instructors are committed to your success. Receive expert guidance, personalized feedback, and valuable insights to accelerate your learning journey.
Project-Based Learning: Strengthen your skills with real-world projects that showcase your deep learning capabilities, building a compelling portfolio.
Practical Applications: Understand how deep learning powers real-world applications, including image recognition, natural language processing, recommendation systems, and autonomous vehicles.
Who Should Enroll:
Aspiring Data Scientists: Start your journey into data science and AI with the skills and knowledge needed to excel.
Machine Learning Enthusiasts: Deepen your understanding of machine learning and take it to the next level with deep learning applications.
AI Developers: Enhance your proficiency in deep learning to stay ahead in this rapidly evolving field.
Whether you're new to AI or an experienced professional, this course empowers you to harness the full potential of deep learning and Python, opening doors to limitless opportunities. Don't miss this chance to shape your future in artificial intelligence.
Course Curriculum
Section 1: Introduction
Understand the significance of deep learning and its implications.
Get familiar with essential Integrated Development Environments (IDEs).
Section 2: Python Libraries
Master data manipulation with Pandas.
Explore numerical operations with NumPy.
Dive into scientific analysis using Scipy.
Create visually appealing graphics with Matplotlib.
Craft elegant visualizations with Seaborn.
Section 3: Introduction to Deep Learning
Uncover the fundamental principles of deep learning.
Grasp the pivotal role of neural networks.
Section 4: Supervised vs. Unsupervised Learning
Demystify supervised and unsupervised learning.
Section 5: Linear Regression
Master linear regression for prediction.
Section 6: Multiple Linear Regression
Predict multiple outcomes using advanced techniques.
Section 7: Logistic Regression
Equip computers with decision-making capabilities.
Section 8: Decision Trees
Explore decision trees and essential companions like Xgboost and Random Forest.
Section 9: Clustering
Organize data through clustering.
Section 10: Anomaly Detection
Identify anomalies in data.
Section 11: Collaborative and Content-Based Filtering
Deliver personalized recommendations.
Section 12: Reinforcement Learning
Immerse in dynamic reinforcement learning.
Section 13: Neural Networks
Delve into the core of AI with neural networks.
Section 14: TensorFlow
Master the acclaimed deep learning library.
Section 15: Keras
Build and train deep learning models with ease.
Section 16: PyTorch
Explore the dynamic and versatile deep-learning library.
Section 17: RNN and CNN
Unlock specialized architectures for sequential data and image processing.
Upon course completion, you'll possess a profound understanding of deep learning, ready to tackle diverse AI and machine learning challenges using Python's robust toolkit.
This course equips you to confidently step into the realm of AI mastery. Experience the magic of AI and command your computer to achieve remarkable feats!
Enroll now and unlock the magic of Deep Learning and Python!"