| Subject | Core Concepts to Apply | Project/Application Use Case (E-commerce & Fintech) |
| Mathematical Foundations for ML (AIMLZC416) | Vector algebra, Gradient descent, & PCA. | ML System Optimization: Using PCA for dimensionality reduction to optimize the performance of the ClickHouse-powered analytics dashboard you built at xyz. |
| Introduction to Statistical Methods (AIMLZC418) | Bayes Theorem, Hypothesis Testing, & Time series analysis. | Inventory Forecasting: Applying ARIMA/SARIMA time series models to your SKU-level inventory API at abc to predict stock-outs with higher statistical significance. |
| Machine Learning (AIMLZG565) | Supervised/Unsupervised Learning & Ensemble methods | Intelligent Fraud Detection: Utilizing Random Forest or SVMs to enhance the real-time reconciliation system designed for upi payments at xyz. |
| Deep Neural Networks (AIMLZG511) | Backpropagation, CNNs, & Transformers. | B2B Communication Intelligence: Using Transformer-based NLP models to extract intent and automate tracking from the Order Notes API you designed. |
Category: AI
Comprehensive AI ML
Phase 1
- Mathematical Foundations for Machine Learning (AIMLZC416)
- Focuses on linear algebra (vectors, matrices, eigenvalues), multivariate calculus (Jacobian, Hessian), and optimization techniques like Gradient Descent and PCA.
- Introduction to Statistical Methods (AIMLZC418)
- Covers probability concepts, Bayes Theorem, hypothesis testing, and time series analysis (ARIMA, SARIMA).
- Machine Learning (AIMLZG565)
- An introduction to various kinds of learning (supervised, unsupervised), model selection, Bayesian learning, and non-linear models like Decision Trees and Support Vector Machines (SVM).
- Deep Neural Networks (AIMLZG511)
- Covers the approximation properties of neural networks, backpropagation, CNNs, RNNs, Transformers, and applications in time series modeling.
Phase 2
Phase 3
Phase 4 – Hands on
AI LLM
Development
- Framework
- Lang-chain
- Terms
- LLM – General knowlege
- RAG -Retrieval Augmented Generation i.e RAG+LLM – Specific information trained
Stream event on job portal – BUIDING LLM Stack for production – By AthinaAI eng by Pathway framework
Storage
- VectorDB
Deployment
Artificial Intelligence
AI tools that gives you superpowers and save countless hours!
(Multi)media generation/modification
- 🎧 Krisp: Enjoy peaceful calls with AI that removes background noise. https://krisp.ai/
- 🎵 Beatoven: Create unique, royalty-free music. https://www.beatoven.ai/
- 🎙️ Cleanvoice: Edit podcast episodes automatically. https://cleanvoice.ai/
- 🎤 Podcastle: Studio-quality recording from your computer. https://podcastle.ai/
- Video
- 📹 Vidyo: Create short-form videos from long-form content. https://vidyo.ai/
- 🎬 Synthesia: Create AI videos by simply typing text. https://www.synthesia.io/
- 📺 descript: A new way to make videos and podcasts. https://lnkd.in/d_Kdj35E
Content generation
- 📸 Stockimg: Find the perfect stock photo every time. https://stockimg.ai/
Professional use tools
- Emails
- 📧 Unbounce Smart Copy: Write high-performing cold emails at scale. https://unbounce.com/
- Resume
- 💼 19. Resumeworded: Improve your resume and LinkedIn profile. https://lnkd.in/d9EurcnX
- Meetings
- 📝 Otter: Capture and share insights from meetings. https://otter.ai/
Miscellaneous
🤖 theresanaiforthat: A comprehensive database of AI tools for every task. https://lnkd.in/dKhqaaF3
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Techglot 