29 Oct
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Talent Vision Services
|
Noida
29 Oct
Talent Vision Services
Noida
AI/ML & Generative AI Developer About the Role Experience: 1-2 years University/Education: Graduated from a reputable college/university or has worked on projects they are proud of and can confidently showcase. Core AI/ML Knowledge Required Machine Learning Fundamentals Supervised, unsupervised, and semi-supervised learning paradigms Classical ML algorithms: Linear/Logistic Regression, Decision Trees, Random Forests, SVMs, Gradient Boosting (XGBoost, LightGBM) Model evaluation: cross-validation, bias-variance tradeoff, precision/recall, ROC-AUC Feature engineering, data preprocessing pipelines, and handling imbalanced datasets Hands-on experience with scikit-learn, NumPy, Pandas Deep Learning & Neural Networks Solid understanding of feedforward networks, backpropagation, and optimization (Adam, SGD, learning rate schedulers) Convolutional Neural Networks (CNNs) for image/vision tasks Recurrent Neural Networks (RNNs), LSTMs,
and GRUs for sequential data Attention mechanisms and how they led to the Transformer architecture Experience with PyTorch and/or TensorFlow/Keras for model training and fine-tuning Generative Adversarial Networks (GANs), basics of generator-discriminator training Variational Autoencoders (VAEs), latent space, reconstruction loss, KL divergence Diffusion Models, forward/reverse diffusion, DDPM, Reliable Diffusion, ControlNet Retrieval-Augmented Generation (RAG), vector retrieval, chunking strategies, reranking Prompt engineering techniques, zero-shot, few-shot, chain-of-thought, ReAct Fine-tuning strategies, full fine-tuning, LoRA, QLoRA, instruction tuning, RLHF basics NLP Fundamentals Text preprocessing, tokenization, lemmatization, stopword removal, vectorization (TF-IDF, embeddings) Core NLP tasks, sentiment analysis, Named Entity Recognition (NER), text classification, summarization, machine translation Word embeddings, Word2Vec, GloVe, FastText, and contextual embeddings from Transformers Semantic similarity, question answering, and dialogue systems Required Skills & Qualifications
📌 Ai/ml & Generative Ai Developer (Noida)
🏢 Talent Vision Services
📍 Noida