Associate AI/ML Engineer

4A Consulting, LLC

Ellicott City, MDFresher16m agovia LinkedIn

This job at a glance

Who can apply
New grads and up to 1 year · Bachelor's degree
Must know
Machine learningNLPLLMsProduct managementPythonDeep learning
Nice to have
REST APIsDockerKubernetesAWS
Work
On-site in Ellicott City
Pay
Not stated by the employer.
Skill demand
LLMs67%Machine learning63%NLP16%Product management9%of 99 similar entry-level jobs posted in the US this week
Listed
Nov 9, 2026 · still open

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About the Role

This role is ideal for junior engineers who are passionate about AI/ML, eager to learn, and excited to work with modern technologies such as NLP and Large Language Models under the guidance of senior team members.

Key Responsibilities

  • Assist in researching and implementing machine learning and NLP techniques including text classification, summarization, sentiment analysis, and named entity recognition
  • Support experimentation with Large Language Models such as GPT, BERT, and LLaMA for business and product use cases
  • Apply prompt engineering techniques to improve LLM outputs for various applications
  • Help fine-tune, evaluate, and optimize open-source or proprietary models for specific applications
  • Participate in data collection, cleaning, preprocessing, and annotation to improve model accuracy
  • Assist in building and maintaining machine learning and NLP pipelines, APIs, and integrations
  • Conduct model testing, performance evaluation, and error analysis and suggest improvements
  • Collaborate with product managers, engineers, and data teams to deliver AI-powered features
  • Document experiments, models, and technical workflows
  • Stay updated with advancements in AI, machine learning, NLP, and LLM technologies

Requirements & Tech Stack

  • Strong fundamentals in Python programming
  • Basic understanding of machine learning concepts and model evaluation
  • Hands-on exposure to deep learning frameworks such as TensorFlow or PyTorch
  • Prompt engineering experience for Large Language Models
  • Familiarity with NLP libraries and tools such as spaCy, NLTK, Hugging Face Transformers, OpenAI APIs, or LangChain
  • Understanding of data preprocessing, feature engineering, and basic statistics
  • Experience using Git or other version control systems
  • Strong problem-solving skills and eagerness to learn

Qualifications

  • Bachelor’s degree (ongoing or completed) in Computer Science, Artificial Intelligence, Machine Learning, Data Science, or a related field

Preferred Qualifications

  • Knowledge of vector embeddings, semantic search, or retrieval-augmented generation concepts
  • Experience building or consuming REST APIs
  • Exposure to Docker, Kubernetes, or MLOps concepts
  • Familiarity with cloud platforms such as AWS, GCP, or Azure
  • Internship, academic projects, or Kaggle competition experience

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