No-Code Ai For Finance Management
 

What you'll learn
Comprehensive Understanding: Participants will have a solid grasp of AI concepts and their relevance in the finance industry.
Practical Skills: Learners will be proficient in using Altair RapidMiner AI Studio to build and deploy AI models without coding.
Project Implementation: Participants will complete a capstone project, demonstrating their ability to apply no-code AI tools in real-world finance scenarios.
Enhanced Decision-Making: Improved analytical and decision-making skills through the practical application of AI techniques.
Industry Readiness: Graduates will be equipped with the knowledge and skills required to leverage AI in finance management roles effectively.
Requirements
No programming skills are required. Just strong financial management skills will be enough.
Description
This course is tailored for finance professionals eager to harness the power of AI without requiring any coding expertise. It begins with an introduction to how AI seamlessly integrates into everyday life, highlighting its transformative role in modern industries. You will explore AI applications in finance management, examining how leading institutions optimize financial processes through AI-driven strategies. The course provides a strong foundation by covering key AI concepts and principles, ensuring a solid understanding of its potential. You will then progress to a structured, step-by-step approach to implementing AI projects within the finance sector, using a comprehensive AI project life cycle. A deep dive into No-Code AI frameworks and tools will simplify the process, allowing hands-on learning through the Altair RapidMiner AI Studio. By engaging with practical demonstrations, you will experience real-world AI applications in finance without needing programming skills. The course culminates in a capstone project, enabling you to apply acquired knowledge to a complete, end-to-end AI solution tailored for finance management. This structured learning experience ensures you gain practical expertise in No-Code AI, making you a valuable asset capable of driving innovation in the financial domain. With a focus on accessibility and efficiency, this course empowers finance professionals to integrate AI effortlessly into their workflows and decision-making processes.
Overview
Section 1: Introduction
Lecture 1 Why take this course?
Lecture 2 Course Objectives and Expected Outcomes
Section 2: AI around us
Lecture 3 AI around us - Part-1
Lecture 4 AI around us - Part-2
Lecture 5 AI in industry: How it works
Section 3: AI Industry Applications in Finance Management
Lecture 6 Risk Assessment and Management
Lecture 7 Algorithmic Trading
Lecture 8 Fraud Detection
Lecture 9 Personalized Financial Advice
Lecture 10 Financial Report Generation
Lecture 11 Customer Support Chatbots
Lecture 12 Accounting Automation
Lecture 13 Market Analysis
Lecture 14 Loan Underwriting
Lecture 15 Portfolio Optimization
Section 4: Exploring Artificial Intelligence
Lecture 16 What is AI?
Lecture 17 Narrow Vs General Vs Super AI
Lecture 18 Machine Learning and its types
Lecture 19 Popular Industry Use Cases of Machine Learning
Lecture 20 Deep Learning & its Industry Applications
Lecture 21 Data Science & its Industry Applications
Lecture 22 AI in Nutshell
Lecture 23 Dispelling Myths about AI
Section 5: Understanding No-Code AI
Lecture 24 Introduction to No-Code AI
Lecture 25 Popular No-Code AI Platforms
Section 6: Getting started with Altair RapidMiner AI Studio
Lecture 26 Step-by-Step Installation
Lecture 27 Understanding the Interface
Lecture 28 Getting Started with the Platform
Lecture 29 Importing Data into the Platform
Section 7: Working with Altair RapidMiner AI Studio
Lecture 30 Data Management: Handling Missing Values
Lecture 31 Data Normalization: Detecting and Managing Outliers
Lecture 32 Filtering Techniques: Refining Data Selection
Lecture 33 Dataset Integration: Merging Data Sources for Insights
Lecture 34 Data Aggregation: Blending Data for Analysis
Lecture 35 Feature Engineering: Data Attributes
Lecture 36 Discretization Strategies: Enhancing Data Representation
Lecture 37 My First No-Code AI Project
Section 8: No-Code AI Capstone Project - Project Framework & Overview
Lecture 38 Project Prelude: Unravelling the Problem Statement
Lecture 39 Setting the Context: Unveiling the Project Background
Lecture 40 Project Objectives and Expected Outcomes
Lecture 41 Data Discovery Journey: Exploring the Dataset
Lecture 42 Project Implementation Approach: Understanding Project Step-by-Step
Section 9: No-Code AI Capstone Project - Hands-on Implementation
Lecture 43 Hands-on Data Dive: Importing the Dataset
Lecture 44 Hands-on EDA Essentials: Navigating the Data Landscape
Lecture 45 Hands-on Tidy-up: Mastering Data Cleaning
Lecture 46 Hands-on Readiness: Mastering Data Preprocessing
Lecture 47 Hands-on Learning: Training the Prediction Model
Lecture 48 Hands-on Evaluation: Testing the Prediction Model
Lecture 49 Hands-on Spotlight on Outcome: The Result and Performance Analysis
Lecture 50 Hands-on Insights: Extending the project learnings
MBA Students & Fresh MBAs Ideal for those pursuing or recently completing their MBA who are eager to adopt AI techniques in finance, even without prior programming expertise.,Finance Managers & Team Leaders Designed for middle-management professionals responsible for budgeting, forecasting, and financial operations who want to integrate AI into their decision-making processes without the need to code.,Corporate Finance Analysts & Strategic Planners Suitable for professionals in roles that require data-driven financial insights and strategic planning, who prefer leveraging no-code tools over traditional programming.,Emerging Finance Leaders & Non-Technical Professionals Perfect for aspiring leaders and finance professionals with limited technical backgrounds who want to transform their domain with accessible, AI-driven solutions.,Senior Executives (e.g., CFOs and Finance Directors) While the course primarily targets emerging talent, it is also valuable for senior finance leaders seeking to drive digital transformation in their organizations through no-code AI integration.,This course is crafted to empower finance professionals at all levels-especially those without a programming background-to harness the power of AI in their domain using intuitive, no-code tools.