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| Company | Description |
|---|---|
| 🎓 BotCampus AI | AI/ML Education Platform offering courses in Python, Machine Learning, Deep Learning, Cloud AI |
| 📈 LeadMasters AI | AI-Powered Lead Generation & Marketing Automation Platform |
| Parameter | Value |
|---|---|
| 🏗️ Base Model | unsloth/Llama-3.2-1B-Instruct |
| 🎯 Method | LoRA (Low-Rank Adaptation) |
| 📐 LoRA Rank | 16 |
| 📐 LoRA Alpha | 16 |
| 📚 Dataset Size | 256 Q&A pairs |
| 🔄 Training Steps | 200 |
| 📈 Learning Rate | 2e-4 |
| 🖥️ GPU | Tesla T4 |
| ⏱️ Training Time | ~15 minutes |
1pip install unsloth
2pip install --no-deps trl peft accelerate bitsandbytes1from unsloth import FastLanguageModel
2
3# Load model
4model, tokenizer = FastLanguageModel.from_pretrained(
5 "Jashu171/botcampus-leadmasters-llama3.2-1b",
6 max_seq_length=2048,
7 load_in_4bit=True,
8)
9
10FastLanguageModel.for_inference(model)
11
12# Create prompt
13prompt = \"\"\"Below is an instruction that describes a task.
14
15### Instruction:
16What is BotCampus AI?
17
18### Response:
19\"\"\"
20
21# Generate response
22inputs = tokenizer([prompt], return_tensors="pt").to("cuda")
23outputs = model.generate(**inputs, max_new_tokens=256, temperature=0.7)
24print(tokenizer.decode(outputs[0], skip_special_tokens=True))| Category | Questions |
|---|---|
| 🎓 BotCampus AI | "What is BotCampus AI?" |
| "What courses does BotCampus AI offer?" | |
| "Where is BotCampus AI located?" | |
| "What certifications does BotCampus AI provide?" | |
| 📈 LeadMasters AI | "What is LeadMasters AI?" |
| "What are the features of LeadMasters AI?" | |
| "How does LeadMasters AI help businesses?" | |
| "What platforms does LeadMasters AI integrate with?" |
📦 botcampus-leadmasters-llama3.2-1b
├── 📄 adapter_config.json # LoRA configuration
├── 📄 adapter_model.safetensors # Trained weights (main file)
├── 📄 tokenizer.json # Tokenizer vocabulary
├── 📄 tokenizer_config.json # Tokenizer settings
├── 📄 special_tokens_map.json # Special tokens
└── 📄 README.md # This fileOnline learning platform specializing in AI and Machine Learning education with offices in Bengaluru, India and Dubai, UAE.
AI-powered platform for lead generation and marketing automation.