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Curriculum for the course Kaggle Data Science Competition Course – Solve Three Challenges Step-by-Step Improve your data science and machine learning skills by completing Kaggle competitions. In this course, Rohan Kumar will teach you how to solve three different Kaggle problems step-by-step, providing valuable insights and practical knowledge. ✏️ Course developed by @SMDS_Studio (00:00) Introduction 📊 (01:10) Advanced Regression Techniques Kaggle Link: https://www.kaggle.com/competitions/house-prices-advanced-regression-techniques GitHub Repo: https://github.com/MaizeCobra/Kaggle-Competitions/tree/main/Advanced_Regression%20-%20%20Workspace 📊 (27:27) Titanic Dataset Machine Learning Project Kaggle Link: https://www.kaggle.com/competitions/titanic GitHub Repo: https://github.com/MaizeCobra/Titanic-Dataset-Prediction 📊 (58:35) Spaceship Titanic Project Kaggle Link: https://www.kaggle.com/competitions/spaceship-titanic GitHub Repo: https://github.com/MaizeCobra/Kaggle-Compe...

Curriculum for the course The reality of the developer job market with ex-Googler YK Sugi [Podcast #143] On this week's episode of the podcast, freeCodeCamp founder Quincy Larson interviews YK Sugi. He's a software engineer and prolific YouTube Computer Science tutorial creator. He's worked at Google and Microsoft. He runs the CS Dojo channel where he shares his insights on software development, AI, and developer career progressions. We talk about: - Emerging AI tools and how developers are adopting them - The role of interest rates in developer hiring - Japan's developer work culture VS the US - How not to burn out Can you guess what song I'm playing in the intro? Also, I want to thank the 10,993 kind people who support our charity each month, and who make this podcast possible. You can join them and support our mission at: https://www.freecodecamp.org/donate Or you can listen to the podcast in Apple Podcasts, Spotify, or your favorite podcast app. Be sure ...

Curriculum for the course Microsoft 365 Certified Fundamentals (MS-900) Certification Course – Prepare For and Pass the Exam Prepare for the Microsoft 365 Certified Fundamentals (MS-900) certification and pass! Demonstrate understanding of Microsoft 365, to deliver industry-leading productivity apps along with intelligent cloud services, and world-class security. ✏️ Course developed by Andrew Brown of ExamPro. @ExamProChannel ☁️ 00:00:00 Introduction ⌨️ Introduction ⌨️ Exam Guide Breakdown ☁️ 00:12:17 Cloud Concepts ⌨️ What is Cloud Computing ⌨️ Common Cloud Services ⌨️ What is Microsoft and Azure ⌨️ Benefits of Cloud Computing ⌨️ Types of Cloud Computing ⌨️ Types of Cloud Computing Responsibilities ⌨️ Cloud Deployment Model ⌨️ Total Cost of Ownership ⌨️ CAPEX vs OPEX ☁️ 00:30:17 Cloud Architecture Terminologies ⌨️ Cloud Architecture Terminologies ⌨️ High Scalability ⌨️ High Elasticity ⌨️ Fault Tolerance ⌨️ High Durability ⌨️ High Availability ☁️ 00:38:13 Microsoft 365 App...

Curriculum for the course End-to-End Machine Learning Project – AI, MLOps This End-to-End Machine Learning course will help you with core concepts and advanced MLOps integration. You will learn how to: ✨ Conduct thorough EDA to craft compelling data narratives. ✨ Engineer features with a deep understanding of why and how. ✨ Implement a single model with rigorous testing and validation. ✨ Write scalable, defensive, and readable code using design patterns. ✨ Integrate MLOps with tools like ZenML & MLflow for experiment tracking and deployment. Before starting this project, read this initial doc: https://docs.google.com/document/d/108EMtdWOnXZp5UTKdHYrL9I95CUQf9FfABa1Wh-vEM8/edit You can buy the source code here: https://topmate.io/ayush_singh13/1192098 Course developed by @AyushSinghSh Watch Online Full Course: End-to-End Machine Learning Project – AI, MLOps Click Here to watch on Youtube: End-to-End Machine Learning Project – AI, MLOps This video is first published o...

Curriculum for the course CUDA Programming Course – High-Performance Computing with GPUs Lean how to program with Nvidia CUDA and leverage GPUs for high-performance computing and deep learning. Code: 💻 https://github.com/Infatoshi/cuda-course 💻 https://github.com/Infatoshi/mnist-cuda Elliot on X - https://x.com/elliotarledge YouTube - https://www.youtube.com/@elliotarledge LinkedIn - https://www.linkedin.com/in/elliot-arledge-a392b7243/ Discord - https://discord.gg/JTTcFe7Pw2 ⭐️ Contents ⭐️ ⌨️ (0:00:00) Intro ⌨️ (0:16:52) Chapter 1 (Deep Learning Ecosystem) ⌨️ (0:37:43) Chapter 2 (CUDA Setup) ⌨️ (0:47:03) Chapter 3 (C/C++ Review) ⌨️ (1:35:47) Chapter 4 (Intro to GPUs) ⌨️ (1:51:40) Chapter 5 (Writing your First Kernels) ⌨️ (3:55:26) Chapter 6 (CUDA API) ⌨️ (5:35:22) Chapter 7 (Faster Matrix Multiplication) ⌨️ (8:22:36) Chapter 8 (Triton) ⌨️ (9:04:43) Chapter 9 (PyTorch Extensions) ⌨️ (9:18:10) Chapter 10 (MNIST Multi-layer Perceptron) ⌨️ (11:41:13) Chapter 11 (Next steps?) ⌨️ ...

Curriculum for the course From PhD drop-out to Google Data Scientist with Meg Risdal [Podcast #142] On this week's episode of the podcast, freeCodeCamp founder Quincy Larson interviews Meg Risdal. She's a data scientist and Product Manager at Kaggle, Google's Data Science competition platform. Megan works closely with the global data science community, and on Google's Gemma open models project. We talk about: Google's Kaggle, which hosts 300k open data sets and runs data science competitions each week that anyone can participate in. How people talk in academia VS how people talk in tech Stack Overflow VS Kaggle – how Megan contrasts what it was like to work on these two "communities of practice" Linguistics and its importance in LLMs and AI research Can you recognize the song I'm playing during the intro? It's a punk song from 1994. Be sure to follow The freeCodeCamp podcast in your favorite podcast app. And share this podcast with a f...

Curriculum for the course Master Design Patterns & SOLID Principles in C# - Full OOP Course for Beginners In this comprehensive and beginner-friendly course, you will learn all of the tools that you need to become an advanced OOP programmer, writing clean and maintainable software. What you will learn: - Fundamental OOP concepts, such as inheritance, composition, encapsulation, abstraction, composition vs inheritance, fragile base class problem. - Unified Modeling Language (UML) to model your classes and objects, and the relationships between them in a graphical way. - All five SOLID Principles. - All 23 "Gang of Four" software design patterns. 💻 Github repo: https://github.com/DoableDanny/Design-Patterns-in-C-Sharp ✏️ Course created by Dan Adams. Check out his channel: https://www.youtube.com/@doabledanny?sub_confirmation=1 A book and cheatsheet for this course are also available: 🔗 eBook and design patterns cheatsheet PDF: https://doabledanny.gumroad.com/l/enn...

Curriculum for the course FARM Stack Course – Full Stack Development with FastAPI, React MongoDB Learn full stack stack development with the FARM stack. You will learn to quickly create an application using FastAPI, React, and MongoDB. Course created by @beau Sign up for MongoDB Atlas: https://www.mongodb.com/cloud/atlas/register?utm_campaign=freecodecamp_farm&utm_source=freecodecamp&utm_medium=referral MongoDB provided a grant to make this course possible. Explore MongoDB further with free MongoDB University courses, Certifications, and Developer Center. MongoDB University: https://learn.mongodb.com/?utm_campaign=freecodecamp_farm&utm_source=freecodecamp&utm_medium=referral Certification: https://learn.mongodb.com/pages/certification-program?utm_campaign=freecodecamp_farm&utm_source=freecodecamp&utm_medium=referral Developer Center: https://www.mongodb.com/developer/?utm_campaign=freecodecamp_farm&utm_source=freecodecamp&utm_medium=referral ⭐️ ...

Curriculum for the course Securing API Servers Course Learn key concepts for keeping API servers secure – from CORS to error handling to rate limiting and more. Course developed by Anthony Aragues, Head of APIsec Labs. Course Topics: - Cross Origin Resource Sharing (CORS) - Error Disclosure - Information Leak - Insecure Cookies - Path Traversal - Rate Limits Access additional free API Security courses here: https://www.apisecuniversity.com/ Watch Online Full Course: Securing API Servers Course Click Here to watch on Youtube: Securing API Servers Course This video is first published on youtube via freecodecamp. If Video does not appear here, you can watch this on Youtube always. Udemy Securing API Servers Course courses free download, Plurasight Securing API Servers Course courses free download, Linda Securing API Servers Course courses free download, Coursera Securing API Servers Course course download free, Brad Hussey udemy course free, free programming full course d...

Curriculum for the course What Eddie Jaoude learned from doing DevRel for dozens of startups [Podcast #141] On this week's episode of the podcast, freeCodeCamp founder Quincy Larson interviews Eddie Jaoude who is a software engineer and open source creator. He's worked more than 15 years as a developer everywhere from Germany banking sector to London's tech startup scene. He's now a dev rel for hire and runs several open source projects. We talk about: Eddie's journey into open source How he built his reputation through hackathons How he leveraged his network to find his first freelance clients His audio-video setup for filming tutorials Can you guess what song I'm playing on my bass during the intro? It's the theme from a 1982 police show. Also, I want to thank the 10,773 kind people who support our charity each month, and who make this podcast possible. You can join them and support our mission at: https://www.freecodecamp.org/donate Links we talk ...

Curriculum for the course Productivity as a Developer – Full Course Learn the soft skills that will make you a productive and effective software developer. Course developed by Fatos Morina. Course resource: https://fatosmorina.gumroad.com/l/iqfdu ⭐️ Contents ⭐️ ⌨️ (0:00:00) Hello world ⌨️ (0:01:46) How to use this course ⌨️ (0:03:14) What is productivity_ ⌨️ (0:04:39) Take responsibility for everything in your life ⌨️ (0:06:12) You are more than just a coder ⌨️ (0:07:52) Add as much value as possible ⌨️ (0:09:12) Clarity breeds productivity ⌨️ (0:11:02) The importance of values ⌨️ (0:12:17) Set goals ⌨️ (0:13:30) Set deadlines ⌨️ (0:15:15) 3 Pillars of Motivation (1) ⌨️ (0:18:34) Motivation Equation ⌨️ (0:20:45) The importance of emotions ⌨️ (0:21:58) The imposter syndrome ⌨️ (0:24:27) 2 fundamental forces that shape our behaviors ⌨️ (0:26:29) Become grateful ⌨️ (0:28:33) The Impact of stress ⌨️ (0:30:29) Time management ⌨️ (0:31:01) Tips to manage your time ⌨️ (0:34:10) Use a c...

Curriculum for the course Music Production for Beginners – FL Studio Course [2024] Learn how to produce music in this full course for beginners. You don't need any previous music experience. You will learn to create music tracks in a variety of styles using FL Studio, which is a digital audio workstation with an unlimited free trial. Course developed by Tristan Wilcox. Patreon: https://www.patreon.com/TristanWillcox Youtube: https://www.youtube.com/@Tristan_Willcox Discord: https://discord.gg/S8jfqQWYwK ⭐️ Contents ⭐️ ⌨️ (0:00:00) Introduction ⌨️ (0:10:18) Chapter 1 - Instruments ⌨️ (0:22:56) Chapter 2 - Chords, Melody, Bass ⌨️ (0:49:44) Chapter 3 - Playlist ⌨️ (1:00:13) Chapter 4/5 - Drums and FX ⌨️ (1:25:16) Chapter 6 - Structure ⌨️ (1:57:56) Chapter 7 - Mixing ⌨️ (2:27:35) Chapter 8 - Automation ⌨️ (2:48:30) Chapter 9 - Mastering ⌨️ (3:01:29) Chapter 10 - The Final Chapter Watch Online Full Course: Music Production for Beginners – FL Studio Course [2024] Click Here ...

Curriculum for the course Azure AI Engineer Associate Certification (AI-102) – Full Course to PASS the Exam Prepare for the Azure AI Engineer Associate Certification and pass! Learn to design and implement an Azure AI solution using Azure AI services, Azure AI Search, and Azure Open AI. Course page: https://www.exampro.co/ai-102 ✏️ Course developed by Andrew Brown of ExamPro. @ExamProChannel Introduction 00:01:17 Introduction 00:08:35 Exam Guide Breakdown Setup 00:18:41 Setup Dev Env 01:06:13 Setup OpenAI Studio and AI Studio Gen AI Primer 01:13:35 AI vs GenAI 01:17:34 What is a Foundational Model 01:18:52 What is a Large Language Model 01:20:36 Transformer Architecture 01:23:37 Tokenization 01:25:36 Tokens and Capacity 01:27:59 Embeddings 01:31:06 Positional Encoding 01:32:32 Attention ML and AI Concepts 01:35:42 Supervised and Unsupervised Reinforcement 01:37:08 Neural Networks and Deep Learning 01:39:24 GPU 01:40:20 CUDA 01:41:28 Juypter Notebooks Res...

Curriculum for the course Surviving 40 years in the software industry [Interview with Jack Herrington Podcast #140] On this week's episode of the podcast, freeCodeCamp founder Quincy Larson interviews Jack Herrington. As a kid he had to work to overcome Dyslexia and didn't have good enough grades to get into college. Despite this, he's worked as a software engineer for more than 40 years at companies like Nike, Adobe, and Walmart. He also runs the popular Blue Collar Coder YouTube channel. We talk about: How Jack struggled with Dyslexia, had terrible grades that couldn't get him into college, but got really into GameDev in the early 1980s Early developer job opportunities that took his family from his home town in Pennsylvania to Melbourne Australia How he started blogging as he learned, and ultimately published 6 programming books Can you guess what song I'm playing on my bass during the intro? It's from a Also, I want to thank the 10,443 kind people...

Curriculum for the course MERN Stack Tutorial with Deployment – Beginner's Course Learn to build full-stack web applications using MongoDB, Express.js, React, and Node.js, AKA the MERN stack. This course will guide you through setting up your development environment and creating dynamic, responsive applications from scratch. You'll gain hands-on experience in building RESTful APIs, managing databases, and developing interactive front-end interfaces. Course developed by @asaprogrammer_ Source Code: https://github.com/burakorkmez/mern-crash-course Discord to ask your questions: https://discord.gg/YFn2WyheZV ⭐️ Contents ⭐️ ⌨️ (0:00:00) App Showcase ⌨️ (0:03:09) Server Setup ⌨️ (0:10:21) MongoDB Setup ⌨️ (0:16:36) SQL vs NoSQL ⌨️ (0:19:06) Creating a Product Model ⌨️ (0:23:06) Building Our API ⌨️ (0:56:26) Building the Frontend ⌨️ (2:00:30) Detailed Deployment Watch Online Full Course: MERN Stack Tutorial with Deployment – Beginner's Course Click Here to watch...

Curriculum for the course Multimodal Data Analysis with LLMs and Python – Tutorial Learn how to analyze multimodal data with LLMs and Python. This tutorial covers: - Classifying text with LLMs - Answering questions about images - Transcribing audio data (speech) to text - Building a natural language query interface over an SQL database 💻 Code and resources: https://www.datasciencewithgpt.com ✏️ Course developed by Immanuel Trummer, PhD Dr. Trummer's book: https://www.manning.com/books/analyzing-multimodal-data-with-large-language-models Twitter/X profile: https://x.com/ImmanuelTrummer YouTube: https://www.youtube.com/@immanueltrummer4111 Watch Online Full Course: Multimodal Data Analysis with LLMs and Python – Tutorial Click Here to watch on Youtube: Multimodal Data Analysis with LLMs and Python – Tutorial This video is first published on youtube via freecodecamp. If Video does not appear here, you can watch this on Youtube always. Udemy Multimodal Data Analysis wi...