No-Code Ai For Finance Management

Enhance financial decision-making with No-Code AI-powered insights using Altair RapidMiner — no programming required!

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.