AI Models Courses and Certifications

Codex Automation with the OpenAI SDK

Program Codex with the OpenAI Python SDK to build deterministic engineering workflows that safely plan, apply, and verify repository patches.

• CodeSignal
• 2 hours
• Self-Paced
• Free Certificate

Coursera

Evaluate and Apply Ethical AI Models

Evaluate multimodal AI systems with cross-modal metrics like FID, CLIP scores, and recall@k, then detect bias and apply interpretability and governance frameworks using LIME and SHAP.

• Coursera
• 2 weeks, 1 hour a week
• Self-Paced
• Paid Course

Coursera

Engineer AI Models: Explain, Tune & Experiment

Move AI projects from black box to business-ready: apply feature engineering, hyperparameter tuning, SHAP and LIME explanations, and structured experiments to fraud and credit models.

• Coursera
• 2 hours 21 minutes
• Self-Paced
• Paid Course

Coursera

Fine-Tuning and Evaluating Vision AI Models

Fine-tune ViT-B/16 with transfer learning, calibrate predictions with temperature scaling, cluster anchor boxes for detection, and diagnose segmentation errors with IoU, Dice, and post-processing.

• Coursera
• 13 weeks, 1 hour a week
• Self-Paced
• Paid Course

Coursera

Optimizing AI Workflows and Deploying Edge Models

Build custom PyTorch layers, profile GPU bottlenecks, standardize ML workflows, and quantize models with TensorFlow Lite for deployment on Jetson Nano edge devices.

• Coursera
• 9 weeks, 1 hour a week
• Self-Paced
• Paid Course

Coursera

Optimize and Deploy Edge AI Models

Evaluate model behavior across data slices and apply TensorFlow Lite quantization to weigh size, inference speed, and accuracy trade-offs before deploying to edge devices.

• Coursera
• 1 hour 27 minutes
• Self-Paced
• Paid Course

Edureka Career Certificate

Transfer Learning and Fine-Tuning for AI Models

Customize pretrained models with transfer learning: apply supervised and instruction fine-tuning with LoRA in PyTorch and Hugging Face, audit fairness, and deploy monitored inference via FastAPI and Docker.

• Coursera
• 92 weeks, 5 hours a week
• Self-Paced
• Paid Course
• 3 courses

Coursera

Optimize AI: Build Robust Ensemble Models

Build ensemble models with bagging, boosting, and stacking, weigh model complexity against interpretability, and validate improvements with paired t-tests, bootstrap resampling, and A/B experiments.

• Coursera
• 3 weeks, 1 hour a week
• Self-Paced
• Paid Course

Edureka

Fine-Tuning Techniques for AI Models

Adapt pretrained models to specific tasks: clean and tokenize datasets, run supervised and instruction fine-tuning, evaluate with F1, BLEU, ROUGE and perplexity, and apply LoRA and PEFT.

• Coursera
• 3 weeks, 2 hours a week
• Self-Paced
• Paid Course

Edureka

Transfer Learning Foundations for AI Models

Prepare data with NumPy, Pandas, Matplotlib and Seaborn, build machine learning models, then adapt pretrained CNNs and explore transformer self-attention and encoder-decoder architectures.

• Coursera
• 3 weeks, 2 hours a week
• Self-Paced
• Paid Course

Coursera

Process Images, Create Captioning AI Models

Preprocess image data with pixel normalization and RGB, grayscale, HSV, BGR color-space conversions, then extract motion features from video using optical flow and frame differencing.

• Coursera
• 2 weeks, 1 hour a week
• Self-Paced
• Paid Course

AI Operating Models and Organizational Design

Design an AI operating model by balancing centralized, federated, and hub-and-spoke structures with explicit roles, decision rights, governance, and accountability.

• Coursera
• 4 weeks, 1 hour a week
• Self-Paced
• Paid Course

Edureka

Deploying Fine-Tuned AI Models

Deploy fine-tuned AI models to production with FastAPI, Docker, and MLflow, applying quantization and distillation, monitoring drift and versions, and evaluating fairness with model cards.

• Coursera
• 3 weeks, 2 hours a week
• Self-Paced
• Paid Course

Creating a Personal Tutor with DeepSeek in C#

Build a personal AI tutor in C# with DeepSeek by configuring model responses, conversation history, system prompts, and multiple chat sessions.

• CodeSignal
• 3 hours
• Self-Paced
• Free Certificate

Creating a Personal Tutor with DeepSeek and PHP

Build a personal AI tutor in PHP with DeepSeek by configuring API parameters, managing conversational history and sessions, and designing custom system-prompt personas.

• CodeSignal
• 1 hour
• Self-Paced
• Free Certificate