About
Ampcome:- We are a leading AI agent development company that assists businesses of all sizes in conceptualizing, designing, and building innovative AI applications and products to thrive as leaders in the industry.
Recent projects involve:
* Generative models + Information Retrieval. Retrieval Augmented Generation (RAG).
* Query large, unstructured document repositories using Vector embeddings.
* Fine-tune (PEFT, RLHF) LLMs on proprietary data. Synthetic datagen and Instruction tuning.
* Prompt Chaining to create Agents which decompose complex tasks (Langchain, LLamaIndex, DSPy).
* Prompt engineering to enable desired LLM outputs, GPT/LLM deployment, and cost reduction.
* Multimodal: Stable Diffusion - img2img. Whisper - speech-text alignment, diarization.
I bring a very unique combination of skills to the table:
↪ I’m a senior AI engineer: Strategic problem solving with cutting-edge deep learning tech.
- model fine-tuning/inference, LoRA, RLHF (Transformers, GPT, ViT, ASR, CLIP, Diffusion, ControlNet),
- large language model programs (GPT3/GPT4, search, OpenAI, Langchain, DSPy, prompt engineering)
- Retrieve-Rank-Generate: Faiss, ES, Vespa, Milvus, Pinecone, Qdrant, Weaviate
- Conversational AI, ChatBots using OpenAI LLMs, Evaluation pipelines
- compression/optimization (Pytorch, TensorRT, Deepspeed, ONNX)
- cloud: Docker/Kubernetes/AWS/GCP.
- programming Stack: Python, Pytorch, FastAPI. Also worked with JavaScript, Go and Rust.
🌟 Skills and Specialties Include:
☑️ AI & Language Models: GPT-4, GPT-3.5-turbo, Llama2, Langchain, LlamaIndex, AI Agents, Huggingface, Pytorch and TensorFlow.
☑️ LLM Tasks: Retrieval augmented generation (RAG), Text Generation, Classification, Large Doc Summarization, Semantic Textual Similarity, Topic Modeling, Sentiment Analysis, Named Entity Recognition, and Prompt Engineering.
☑️ Computer Vision: Stable Diffusion, Object Detection, Image Classification, Semantic Segmentation, and Pose Detection.
☑️ ML Algorithms: RNN, Regression, classifications and Clustering.
☑️ APIs: Flask, FastApi.
☑️ Databases: MySQL, PostgreSQL, Redis, Pinecone, Chroma DB.
☑️ Scripting & Automation: Web Scraping, Python Automation, Cron Jobs.
☑️ Cloud & DevOps: Docker, Kubernetes, AWS.
☑️ Other Skills: Gradio, Git, CI-CD, Advanced Algorithms.
If this all sounds interesting, feel free to get in touch and we can schedule a free discovery call!
MRR is an estimate from Upwork's public figures - not an Upwork-official number.