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Senior AI/ML Engineer

ICONMA

Senior AI/ML Engineer

Our client, an IT Services and Consulting company, is looking for a Senior AI/ML Engineer for their Atlanta, GA/Hybrid location.

Responsibilities:
  • Design and implement supervised, unsupervised, and reinforcement learning models tailored to complex business problems.
  • Conduct exploratory data analysis, feature engineering, and statistical modelling on large-scale datasets.
  • Evaluate model performance using appropriate metrics and validation techniques; iterate to improve accuracy and robustness.
  • Build and maintain end-to-end ML pipelines from data ingestion to model serving and monitoring in production.
  • Collaborate with data engineers, software engineers, and business stakeholders to translate requirements into ML solutions.
  • Research, prototype, and integrate state-of-the-art algorithms and frameworks to solve novel problems.
  • Document models, experiments, and design decisions to ensure reproducibility and knowledge sharing.
  • Stay current with advances in ML research and assess applicability to the organization's use cases.
Requirements:
  • Strong programming experience in Python
  • Algorithms knowledge and knowledge on utilizing right python package
  • Strong ML and DS skills
  • Bachelor's or Master's degree in Computer Science, Statistics, Mathematics, or a related quantitative field (Ph.D. is a plus).
  • 5–9 years of hands-on experience in machine learning and data science roles.
  • Strong mathematical foundation — linear algebra, calculus, probability, and statistics.
  • Demonstrated ability to take ML projects from research to production.
  • Experience working with structured and unstructured data at scale.
  • Supervised Learning
  • Linear regression and logistic regression,
  • Decision trees, Random Forest, Gradient Boosting (XGBoost, LightGBM, CatBoost),
  • Support Vector Machines (SVMs) and kernel methods,
  • Neural networks — CNNs, RNNs, LSTMs, and Transformers,
  • Classification, regression, and ranking problems,
  • Cross-validation, bias-variance trade-off, regularization (L1/L2, dropout)
  • Clustering: K-Means, DBSCAN, Gaussian Mixture Models, hierarchical clustering
  • Dimensionality reduction: PCA, t-SNE, UMAP
  • Autoencoders and variational autoencoders (VAEs)
  • Anomaly detection and outlier identification
  • Association rule mining (Apriori, FP-Growth)
  • Topic modelling (LDA, NMF)
  • Markov Decision Processes (MDPs) states, actions, rewards, transitions
  • Model-free methods: Q-Learning, SARSA, Deep Q-Networks (DQN)
  • Policy gradient methods: REINFORCE, PPO, A3C / A2C
  • Actor-Critic architectures
  • Multi-armed bandits and contextual bandits
  • Reward shaping, environment design, and simulation frameworks (OpenAI Gym)
  • Relevant learning algorithms - Adjacent & advanced techniques
  • Transfer learning and fine-tuning pre-trained models
  • Semi-supervised and self-supervised learning
  • Active learning and human-in-the-loop pipelines
  • Federated learning for privacy-preserving training
  • Bayesian optimization and hyperparameter tuning (Optuna, Ray Tune)
  • Ensemble methods, stacking, and model blending
  • Graph Neural Networks (GNNs) a plus
  • Causal inference and counterfactual reasoning — a plus
  • Experience with Large Language Models (LLMs), prompt engineering, or fine-tuning foundation models.
  • Exposure to real-time ML systems and low-latency inference pipelines.
  • Publications, open-source contributions, or participation in ML competitions (Kaggle, etc.).
  • Domain expertise in fintech, healthcare, e-commerce, or a related industry.
  • Years of Experience: 10.00 Years of Experience
Why Should You Apply?
  • Health Benefits
  • Referral Program
  • Excellent growth and advancement opportunities
Vacancy posted 1 day ago
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