Agentic AI
AI Preparation Roadmap
Overall Learning Duration: Total Duration: Approximately 6-8 months (given your pace of 30 hours per week). Foundations (2 months) Machine Learning (2-3 months) Deep Learning & Neural Networks (2-3 months) Advanced Topics (Reinforcement Learning, NLP, GANs, etc.) (1-2 months) 1. Foundations (2 Months) – Building the Basics This section focuses on understanding the necessary mathematics, […]
Generative AI Tools
Tools for Image Generation with Generative AI Generative AI Image Models 1. DALL-E (OpenAI) It is based on the GPT model and has been trained on vast datasets containing textual descriptions of images. The main selling point of DALL-E is its ability to generate high-quality images based on very specific text prompts. With the […]
Activation Function
Activation Functions in Neural Networks In the realm of artificial neural networks (ANNs), one of the core elements that enables the network to learn complex patterns and make predictions is the activation function. These functions play a crucial role in introducing non-linearity into the network, allowing it to model complex data patterns that cannot be […]
Introduction: Artificial Intelligence
AI Taking Tiny Baby Steps Toward AGI – What Lies Ahead? 1. Artificial Narrow Intelligence (ANI): The Present Reality Artificial Narrow Intelligence (ANI), often referred to as “Weak AI,” is the most common form of AI today. ANI is designed to perform a specific task or a narrow set of tasks, without possessing general understanding […]
Part-II: Data Analytics – Ask Questions to Make Data-Driven Decisions
Six common problems types that data analysts work on every day 1. Making Predictions: Forecasting the Future This involves using historical and real-time data to forecast future outcomes. Prediction problems often require a deep understanding of trends, behaviors, and key variables that influence what may happen next. Example:Imagine a hospital system using remote patient monitoring […]
Part-I: Data Analytics – Foundation
6 Steps Data Analytics process to Transform Product Development Step 1: Ask the Right Questions A new project management software tool aimed at small businesses. While the tool had a strong user base, customer reviews showed that many users were unhappy with the user interface (UI), finding it difficult to navigate and frustrating to use. […]
Part-I: Product Management – Foundation
What is Product Management (PM)? PM focuses on the entire lifecycle of a product—from conception to retirement. It involves a range of activities, from market analysis, customer research, and strategy development to product design, testing, launch, and ultimately, retirement. Product management ensures that products align with business objectives and customer demands while maximising profitability. Internal […]
AWS Cloud Practitioner
Selecting the Right AWS Instance Type When it comes to selecting the appropriate AWS EC2 instance type for your workloads, there are several factors you need to consider to ensure optimal performance and cost efficiency. Each instance type is designed to meet specific needs in terms of compute power, memory, storage, and networking. 1. General […]
Part-I: Project Management – Foundation
In every industry, whether it’s technology, construction, healthcare, or energy, there is one role that stands out when it comes to successfully executing projects: the Project Manager (PM). What is a Project? A project is a unique endeavor aimed at producing a specific outcome or deliverable. It typically has a clear beginning and end, and […]