Equity Investment Strategies & Python Backtesting with AI

### Event Details

• Format: Interactive Workshop / Presentation + Discussion
• Skill Level: Beginner to Intermediate

### What We Will Cover

Before diving into code and automation, every strong quantitative tool requires a solid understanding of financial metrics. In this session, we break down how to analyse and select equities using structured fundamental analysis and valuation techniques.

We will discuss about following topics in first session:

• Equity Selection Framework: How to filter down thousands of listed stocks into a focused watchlist.
• Core Fundamental Metrics: Key balance sheet, income statement, and cash flow indicators that reflect business health.
• Valuation Fundamentals: Practical intro to P/E, P/B, EV/EBITDA, and discounted cash flow principles.
• Structuring Data for Automation: How to translate traditional financial metrics into logical inputs for automated screeners and backtesters.

### Agenda

| Time | Topic |
| ---- | ----- |
| 15 mins | Welcome, Introductions & Group Overview |
| 35 mins | Core Presentation: Equity Selection & Valuation Principles |
| 20 mins | Case Study: Walking through a real-world equity analysis framework |
| 20 mins | Q&A & Open Discussion |

### 🛑 Important Note

This is a strictly educational learning session. We do not discuss live trade recommendations, stock tips, or price predictions. All company examples are used purely for analytical demonstration.

### Event Details

• Format: Interactive Workshop / Presentation + Discussion
• Skill Level: Beginner to Intermediate

### What We Will Cover

Before diving into code and automation, every strong quantitative tool requires a solid understanding of financial metrics. In this session, we break down how to analyse and select equities using structured fundamental analysis and valuation techniques.

We will discuss about following topics in first session:

• Equity Selection Framework: How to filter down thousands of listed stocks into a focused watchlist.
• Core Fundamental Metrics: Key balance sheet, income statement, and cash flow indicators that reflect business health.
• Valuation Fundamentals: Practical intro to P/E, P/B, EV/EBITDA, and discounted cash flow principles.
• Structuring Data for Automation: How to translate traditional financial metrics into logical inputs for automated screeners and backtesters.

### Agenda

| Time | Topic |
| ---- | ----- |
| 15 mins | Welcome, Introductions & Group Overview |
| 35 mins | Core Presentation: Equity Selection & Valuation Principles |
| 20 mins | Case Study: Walking through a real-world equity analysis framework |
| 20 mins | Q&A & Open Discussion |

### 🛑 Important Note

This is a strictly educational learning session. We do not discuss live trade recommendations, stock tips, or price predictions. All company examples are used purely for analytical demonstration.

### Event Details

• Format: Interactive Workshop / Presentation + Discussion
• Skill Level: Beginner to Intermediate

### What We Will Cover

Before diving into code and automation, every strong quantitative tool requires a solid understanding of financial metrics. In this session, we break down how to analyse and select equities using structured fundamental analysis and valuation techniques.

We will discuss about following topics in first session:

• Equity Selection Framework: How to filter down thousands of listed stocks into a focused watchlist.
• Core Fundamental Metrics: Key balance sheet, income statement, and cash flow indicators that reflect business health.
• Valuation Fundamentals: Practical intro to P/E, P/B, EV/EBITDA, and discounted cash flow principles.
• Structuring Data for Automation: How to translate traditional financial metrics into logical inputs for automated screeners and backtesters.

### Agenda

| Time | Topic |
| ---- | ----- |
| 15 mins | Welcome, Introductions & Group Overview |
| 35 mins | Core Presentation: Equity Selection & Valuation Principles |
| 20 mins | Case Study: Walking through a real-world equity analysis framework |
| 20 mins | Q&A & Open Discussion |

### 🛑 Important Note

This is a strictly educational learning session. We do not discuss live trade recommendations, stock tips, or price predictions. All company examples are used purely for analytical demonstration.

### Event Details

• Format: Interactive Workshop / Presentation + Discussion
• Skill Level: Beginner to Intermediate

### What We Will Cover

Before diving into code and automation, every strong quantitative tool requires a solid understanding of financial metrics. In this session, we break down how to analyse and select equities using structured fundamental analysis and valuation techniques.

We will discuss about following topics in first session:

• Equity Selection Framework: How to filter down thousands of listed stocks into a focused watchlist.
• Core Fundamental Metrics: Key balance sheet, income statement, and cash flow indicators that reflect business health.
• Valuation Fundamentals: Practical intro to P/E, P/B, EV/EBITDA, and discounted cash flow principles.
• Structuring Data for Automation: How to translate traditional financial metrics into logical inputs for automated screeners and backtesters.

### Agenda

| Time | Topic |
| ---- | ----- |
| 15 mins | Welcome, Introductions & Group Overview |
| 35 mins | Core Presentation: Equity Selection & Valuation Principles |
| 20 mins | Case Study: Walking through a real-world equity analysis framework |
| 20 mins | Q&A & Open Discussion |

### 🛑 Important Note

This is a strictly educational learning session. We do not discuss live trade recommendations, stock tips, or price predictions. All company examples are used purely for analytical demonstration.