┌─────────────────────────────────────────────────────────────┐
│ 🎮 TRAINER CARD 🎮 │
├─────────────────────────────────────────────────────────────┤
│ NAME: Swarnajit Roy │
│ REGION: India │
│ SPECIALTY: Neural Network Taming │
│ CURRENT STREAK: Learning Every Day │
│ LEGENDARY STATUS: Python Master │
└─────────────────────────────────────────────────────────────┘
 Python ☣︎ Poison Type 
|
 Langchain 🪽 FLying Type 
|
 PyTorch 🔥 Fire Type 
|
 Streamlit 🌊 Water Type 
|
 Pandas 😴 Normal Type 
|
 Scikit-Learn 🔮 Psychic Type 
|
class PokeSummarizer:
type = "Psychic"
ability = "Mind Reader"
def ultimate_move(self):
return "📄➡️📝 Content Compression Beam!"
def stats(self):
return {
"Languages": "Multi-lingual",
"Speed": "Real-time",
"Accuracy": "Legendary"
}
class BatteryPredictor:
type = "Electric"
ability = "Voltage Forecast"
def thunder_strike(self):
return "⚡ 12+ ML Algorithm Thunder!"
def prediction_power(self):
return "🔋 Lifespan Vision Activated!"
class EmpathyMew:
type = "Psychic/Fairy"
ability = "Emotion Sync"
def healing_pulse(self):
return "💖 DistilBERT Heart Reading + Gemini Response!"
def special_trait(self):
return "🌈 Pure Emotional Intelligence"
class AgragatiPlatform:
type = "Psychic/Flying"
ability = "Career Vision"
def aeroblast(self):
return "🌪️ Groq Llama-3.3-70b + Multi-API Job Tornado!"
def special_moves(self):
return {
"Resume Analysis": "📄 AI-powered feedback with ATS optimization",
"Job Matching": "🎯 60% improved discovery via skill extraction",
"Multi-Source Search": "🔍 LinkedIn, Indeed, ZipRecruiter integration",
"Smart Deploy": "🐳 Docker + CI/CD pipeline ready"
}
def tech_stack(self):
return "Python | Streamlit | Groq AI | PyPDF2 | Pandas | Docker | REST APIs"
class QuantumSteganographyResearch:
type = "Psychic/Steel" # Like Arceus - Creation of secure systems
ability = "Multitype Security"
conference = "International Conference on Sustainable Analytics and AI (SaaAI'25)"
def research_framework(self):
return {
"🔐 QKD": "Quantum Key Distribution with eavesdropping detection",
"🛡️ AES-256": "Military-grade message confidentiality",
"⚡ Error Correction": "Data integrity in noisy quantum channels",
"🖼️ LSB Steganography": "Invisible data embedding in images"
}
def legendary_results(self):
return {
"Security Strength": "88.06% 🏆 (outperforms classical methods)",
"Bit Error Rate": "4.26% ⬇️ (vs 7.35% conventional)",
"SSIM Score": "0.9961 📊 (near-lossless quality)",
"Validation": "IBM Quantum (Qiskit) simulations ✅"
}
class BatteryLifeEstimationResearch:
type = "Steel/Dragon" # Like Dialga - Master of Time (battery longevity)
ability = "Pressure Analysis"
conference = "International Conference on Smart Materials, Advanced Manufacturing & Industrial Applications"
def ml_models_compared(self):
return {
"⚡ Single Models": ["Linear Regression", "Decision Tree", "XGBoost"],
"🌲 Ensemble Models": ["Random Forest", "Gradient Boosting", "Extra Trees"],
"📚 Stacked Models": ["Pairwise stacking for enhanced accuracy"]
}
def champion_results(self):
return {
"🥇 Best Single Model": "XGBoost → R² = 0.983",
"🥈 Best Stacked": "Decision Tree + XGBoost → R² = 0.982, MAE = 1.55h",
"📉 Linear Baseline": "R² ≈ 0.58 (significantly outperformed)",
"🔋 Innovation": "Battery Degradation Factor (BDF) introduced"
}
def key_insight(self):
return "Tree-based ensembles capture non-linear battery degradation patterns effectively!"
| 📜 Certification | 🏛️ Issuing Authority | 📅 Date |
|---|---|---|
| AI Agents Bootcamp | LetsUpgrade × NSDC × ITM Edutech × GDG MAD | Aug 2025 |
| Generative AI Foundations | AWS Academy | Aug 2025 |
| Artificial Intelligence Fundamentals | IBM SkillsBuild | July 2025 |
| Build RAG Chatbot with Python | LetsUpgrade × NSDC × ITM Edutech × GDG MAD | May 2025 |
| Git In The Game: A GitHub Workshop | IEEE MAIT | May 2025 |
| Programming, DSA Using Python | NPTEL, IIT Madras | March 2025 |
| Transformational Leadership | LinkedIn Learning | July 2024 |
| 🥇 Achievement | 🏛️ Organization | 📅 Year |
|---|---|---|
| 🥇 First Place - Extra-Curricular Activities | CUESTIC EC Club, Christ University Bangalore Kengeri | 2024–2025 |
| 💻 Gen'AI Work-a-thon Hackathon | Christ University (Built Agragati) | Nov 2025 |
class LeagueChampion:
type = "Fire/Flying" # Like Ho-Oh - Symbol of Victory
ability = "Rainbow Wings"
def championship_titles(self):
return {
"🏅 CUESTIC Champion": {
"award": "First Place in Extra-Curricular Activities",
"recognition": "Certificate of Appreciation + Memento",
"achievement": "Leading diverse co-curricular initiatives"
},
"🤖 Gen'AI Hackathon": {
"event": "Gen'AI Work-a-thon Hackathon",
"project": "Agragati - AI Resume & Job Search Platform",
"venue": "Christ University, November 2025"
}
}
🔄 These stats auto-refresh — keeping your Pokédex up to date!
╔══════════════════════════════════════════════════════════════════╗
║ SPECIES DATA ║
╠══════════════════════════════════════════════════════════════════╣
║ SPECIES: Code Trainer Pokémon ║
║ TYPE: Python/AI ║
║ HEIGHT: 6'0" (Variable in Virtual Reality) ║
║ WEIGHT: ∞ (Infinite Learning Capacity) ║
║ ║
║ ABILITIES: ║
║ • Debug Vision: Can spot bugs from miles away ║
║ • Algorithm Tamer: Commands respect from Neural Networks ║
║ • Code Synthesis: Transforms coffee into working applications ║
║ ║
║ HABITAT: Commonly found in IDEs, surrounded by multiple ║
║ monitors and an endless supply of energy drinks. ║
║ ║
║ EVOLUTION: Newbie → Junior Dev → Senior Dev → AI Master → ║
║ 🌟 LEGENDARY DEVELOPER 🌟 ║
╚══════════════════════════════════════════════════════════════════╝
