Choose Your Learning Path
Everyone learns differently. Select a path tailored to your goals, role, and available time. You can switch paths anytime.
⏰How much time do you have?
We'll recommend the best path based on your availability.
Path Comparison
See all paths side by side to make the best choice.
| Feature | 🎯 Conceptual | 🛠️ Full Practitioner | ⚡ Quick Wins | 💼 Interview Prep |
|---|---|---|---|---|
| Duration | 2.5 hours | 6-8 hours | 2 hours | 2.5 hours |
| Modules | 6 | 11 | 5 | 5 |
| Math Depth | Light | Deep | Light | Medium |
| Coding Required | No | Yes | Minimal | Some |
| Hands-on Projects | - | ✓ Capstone | - | - |
| Interview Focus | - | - | - | ✓ Targeted |
All Paths
🎯
Conceptual
For Managers, PMs, and Executives
📚6 modules
⏱️2.5 hours
Best for:
ManagersProduct ManagersExecutivesTechnical Writers
You will:
- ✓Understand what RNNs are and why they matter
- ✓Communicate effectively with ML teams
- ✓Make informed decisions about AI investments
Modules included:
0: Executive Context1: Why Sequences Matter3: Vanishing Gradients & LSTMs5: Experiments7: Attention Mechanisms8: Limitations & Path Forward
🛠️
Full Practitioner
For ML Engineers - all modules in order
📚11 modules
⏱️6-8 hours
Best for:
ML EngineersData ScientistsResearchersStudents
You will:
- ✓Master RNN architecture from theory to code
- ✓Implement and train models from scratch
- ✓Build portfolio-worthy projects
Modules included:
0: Executive Context1: Why Sequences Matter2: RNN Architecture3: Vanishing Gradients & LSTMs4: Character-Level Modeling5: Experiments6: Beyond Text7: Attention Mechanisms8: Limitations & Path Forward9: Implementation Deep Dive10: Capstone Project
⚡
Quick Wins
For time-constrained professionals
📚5 modules
⏱️2 hours
Best for:
Busy ProfessionalsCareer ChangersCurious Developers
You will:
- ✓Get a solid foundation quickly
- ✓Understand the key concepts
- ✓Know when to use RNNs vs alternatives
Modules included:
0: Executive Context1: Why Sequences Matter2: RNN Architecture4: Character-Level Modeling8: Limitations & Path Forward
💼
Interview Prep
For job seekers - focus on key topics
📚5 modules
⏱️2.5 hours
Best for:
Job SeekersCareer ChangersStudents preparing for interviews
You will:
- ✓Ace technical interviews on RNNs
- ✓Explain concepts clearly under pressure
- ✓Demonstrate practical understanding
Modules included:
0: Executive Context2: RNN Architecture3: Vanishing Gradients & LSTMs7: Attention Mechanisms8: Limitations & Path Forward