Seasons of Artificial intelligence - Projects & Notes

All the AI/ML Projects & notes that i made during Seasons of AI - 2024

Week 1

[11th September 2024 - 18th September 2024]

🧑🏼‍🏫 Microsoft Learn Certificate

• ✅ Artificial Intelligence (AI) Fundamentals
• ✅ Introduction to Machine Learning
• ✅ Build classical machine learning models with supervised learning

📽️ Videos

• ✅ Unsupervised learning [Link]
• ✅ Reinforcement Learning [Link]

📖 Extra Reading

• ✅ Deep Learning and Neural Networks [Link]

---

Week 2

[19th September 2024 - 25th September 2024]

🧑🏼‍🏫 Microsoft Learn Certificate

• ✅ Train & Evaluate Deep Learning Models

📽️ Videos

• ✅ Convolutional Neural Networks Theory [Link]
• ✅ Build Your own CNN Image Classifier [Link]
• ⏹️ Make a simple Machine Learning Model [Link]

🛠️ Project

• ✅ Handwritten Number Recognition System Project [Link]
• ✅ Image classification using CNN (CIFAR10 dataset) Project [Link]

---

Week 3

[26th September 2024 - 5th October 2024]

🧑🏼‍🏫 Microsoft Learn Certificate

Natural Launguage Processing (NLP) Learning Path

• ✅ Fundamentals of Text Analysis with the Language Service
• ✅ Fundamentals of question answering with the Language Service
• ✅ Fundamentals of conversational language understanding
• ✅ Fundamentals of Azure AI Speech
• ✅ Fundamentals of language translation

📽️ Videos

• ⏹️ Complete NLP Machine Learning In One Shot [Link]

---

Week 4

[6th October 2024 - 12th October 2024]

🛠️ Project

• ✅ Sentiment Ananlysis on X (formerly Twitter) [Link] 📽️
• ⏹️ Sentiment Analysis on IMDB Reviews with LSTM 📽️

---

Week 5

[13th October 2024 - 17th October 2024]

📽️ Videos

• ✅ Generative Adversarial Networks by Ian Goodfellow - Neural Information Processing Systems Conference - NIPS 2016 [Link] [📽️]
• ✅ Variational Autoencoder [Link] [📽️]
• ✅ Stanford CS234: Reinforcement Learning | Winter 2019 [Link] [📽️]

---

Week 6

[18th October 2024 - 23rd October 2024]

⭐ Build your own GAN project [Link]

📽️ Videos (for Inspiration) - Generative Adversarial Networks (GANs) Playlist [📽️]

Achievements and Badges

Weekly Badges

• 🚀 [Final] The AI Rocket [Link]
• [Week 1] Newcomer in Season of AI [Link]
• [Week 2] Beginner Contributor [Link]
• [Week 3] Intermediate Learner [Link]
• [Week 4] Intermediate Contributor [Link]
• [Week 5] Professional Contributor [Link]
• [Week 6] Advanced Learner [Link]

Topic-wise Badges

• Fundamental AI Concepts [Link]
• Introduction to machine learning [Link]
• Build classical machine learning models with supervised learning [Link]
• Train and evaluate deep learning models [Link]
• Fundamentals of Text Analysis with the Language Service [Link]
• Fundamentals of question answering with the Language Service [Link]
• Fundamentals of conversational language understanding [Link]
• Fundamentals of Azure AI Speech [Link]
• Translate text and speech with Azure AI services [Link]