Must Have Skill Overall 7+ years with at least 2+ years of experience working with transformer-based models and NLP tasks, with a focus on text generation, summarization, question answering, classification, and similar tasks. Expertise in transformer models like GPT (Generative Pre-trained Transformer), BERT (Bidirectional Encoder Representations from Transformers), T5 (Text-to-Text Transfer Transformer), RoBERTa, and similar models. Familiarity with model architectures, attention mechanisms, and self-attention layers that enable LLMs to generate human-like text. Experience in fine-tuning pre-trained models on domain-specific datasets for tasks such as text generation, summarization, question answering, classification, and translation. Familiarity with concepts like attention mechanisms, context windows, tokenization, and embedding layers. Awareness of biases, hallucinations, and knowledge cutoffs that can affect LLM performance and output quality. Expertise in crafting clear, concise, and contextually relevant prompts to guide LLMs towards generating desired outputs. Experience in instruction-based prompting Use of zero-shot, few-shot, and many-shot learning techniques for maximizing model performance without retraining. Experience in iterating on prompts to refine outputs, test model performance, and ensure consistent results. Crafting prompt templates for repetitive tasks, ensuring prompts are adaptable to different contexts and inputs. Expertise in chain-of-thought (CoT) prompting to guide LLMs through complex reasoning tasks by encouraging step-by-step breakdowns. Proficiency in Python and experience with NLP libraries (e.g., Hugging Face, SpaCy, NLTK). Experience with transformer-based models (e.g., GPT, BERT, T5) for text generation tasks. Experience in training, fine-tuning, and deploying machine learning models in an NLP
Install, configure, and maintain Openshift environments Ensure high availability and reliability of the Openshift platform Monitor and optimize cluster performance Hands on Exp on ODF (Ceph storage ) Implement security best practices within the cluster Troubleshoot and resolve issues within the Openshift environment Collaborate with development teams for seamless application deployment Document procedures and provide training to team members Conduct regular backups and disaster recovery operations Must Have Skills: 3-6+ years of experience in administrating Kubernetes or Openshift environments. Hands on Exp on ODF (Ceph storage ) Strong understanding of containerization technologies Experience with CI/CD tools and practices Knowledge of networking and security within containerized environments Excellent troubleshooting and problem-solving skills