Senior AI/ML Engineer

Iconma LLC
  • Atlanta, GA
    20 days ago

    Job Description

    Our Client, an IT Services and Consultant company, is looking for a Senior AI/ML Engineer for their Atlanta, GA/Remote 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:

    • 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.
    • Required Technical Expertise
    • 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)
    • Unsupervised Learning
    • 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)
    • Reinforcement Learning
    • 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)

    Why Should You Apply?

    • Health Benefits
    • Referral Program
    • Excellent growth and advancement opportunities

    Numbers & Facts

    LocationAtlanta, GA

    Skills

    • Algorithmsunmatched
    • Artificial Intelligence (AI)unmatched
    • Calculusunmatched
    • Computer Scienceunmatched
    • Data Analysisunmatched
    • Data Modelingunmatched
    • Data Scienceunmatched
    • Documentation Modelsunmatched
    • Experiment Designunmatched
    • Health Planunmatched
    • Information Technology Consultingunmatched
    • Kernel Programmingunmatched
    • Linear Algebraunmatched
    • Machine Learningunmatched
    • Markov Decision Processunmatched
    • Mathematicsunmatched
    • Neural Networksunmatched
    • Performance Metricsunmatched
    • Performance Modelingunmatched
    • Preferred Provider Organization (PPO)unmatched
    • Problem Solving Skillsunmatched
    • Production Controlunmatched
    • Prototypingunmatched
    • Reinforcement Learningunmatched
    • Requirements Managementunmatched
    • Simulationunmatched
    • Software Engineeringunmatched
    • Statistical Modelingunmatched
    • Statisticsunmatched
    • Structured Dataunmatched
    • Support Vector Machinesunmatched
    • Training Data Setsunmatched
    • Unstructured Dataunmatched
    • Use Casesunmatched

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