Master DevOps & MLOps with this hands-on course. Learn Linux, Docker, Kubernetes, CI/CD, and Cloud. Master ML model versioning, deployment with FastAPI, and monitoring via MLflow. Automate workflows and build scalable systems using Jenkins, Terraform, and Grafana. Perfect for upskilling fast.
Challenges and drift overview (data drift. model drift. reproducibility)
Data versioning with DVC + Git LFS/S3/NFS
Milestone 9: Experiment Tracking & Model Packaging
Experiment tracking (MLflow. Weights & Biases)
Model packaging (Pickle. TorchScript)
Environment reproducibility (Conda/Poetry + Docker for ML)
Milestone 10: CI/CD for ML
ML pipeline automation: GitHub Actions.
Data validation: GX
TFX.
Set up CI pipelines with model test gates.
Milestone 11: Model Deployment
Inference types: batch vs real-time
Model API: REST/gRPC. FastAPI
Model Serving: TorchServe
BentoML
Deploy on Kubernetes: KFServing intro (basic demo only)
Optional: Edge & Serverless deployment context
Milestone 12: Monitoring & Model Management
Model monitoring: logs. metrics(latency. accuracy. failure rates).
Model/data drift detection: Evidently AI
loop: Retraining automation demo + logging.
Milestone 13: Cloud MLOps
Managed platforms: SageMaker (focus) / GCP Vertex AI and Azure ML overview
Model registry with MLflow.
Scalable inference + cost insights from SageMaker endpoints.
Salman Md Sultan
Education
,
IT Industrial Experience
(6 Years)
No.
Institution
Designation
Duration
1
CEO, Innovative Skills Ltd | Former Report Analyst, Robi | Former Technical Team Leader, European IT Solutions | Former AI Researcher, WMCS LAB, Chosun University, South Korea
CEO, Innovative Skills Ltd | Former Report Analyst, Robi | Former Technical Team Leader, European IT Solutions | Former AI Researcher, WMCS LAB, Chosun University, South Korea
Innovative Skills BD provided an excellent foundation for my journey into Machine Learning and Deep Learning.
The NLP course, led by the phenomenal instructor Salman Bhai, was instrumental in teaching practical NLP model building and fostering a clear understanding of NLP classification, chatbots, and recommendation systems.
However, it's important to note that this course is best suited for those with some programming experience. While highly valuable, it may be challenging for complete beginners. Ideal participants include recent university graduates or programmers seeking practical NLP knowledge.
Salman Bhai's skillful guidance sets you on the right path. Those with strong self-study skills or a genuine desire to expand their NLP knowledge will find this course to be an excellent fit.
Salman Bhai and his team were incredibly supportive throughout the program. Their dedication to continuous workshops and industry knowledge sharing significantly enhanced the learning experience.
Overall Rating: 4.5 out of 5 stars
A minor suggestion for improvement: While the course is fantastic, full beginner-friendliness with comprehensive code explanations for those entirely new to implementation would elevate it to a perfect score. However, for the hard-working student, this knowledge gap can be readily addressed through additional self-study using documentation or online resources. Ultimately, even the challenges encountered are part of the rewarding learning process.
Thank you once again to Salman Bhai and his team!
Shaiful Islam
(5.0)
1 year ago
Embarking on a 4IR journey? Choose Innovative Skills. From Computer Vision, and NLP to other cutting-edge courses, their hands-on approach and expert insights made complex topics feel approachable, igniting a passion in me I never knew I had. If you're on the fence about where to start, trust me, this is the place. Dive in, and let them be the compass to your future.
Obaydullah Hasib
(5.0)
1 year ago
Enrolling in the "Python Development with Django" course at ISBD has been a transformative experience. Salman Vai, our instructor, is so supportive, he treats me like a brother. His teaching style is exceptional, breaking down complex concepts with clarity and enthusiasm. The detailed course structure ensures a comprehensive understanding. If you're seeking a top-notch educational destination, ISBD is the place to be. I recommend it for anyone looking to upskill and looking for a very good learning environment.
Tasfiq Kamran
(5.0)
1 year ago
A very friendly teaching platform with up to date topics and industry experts. Learning here is a great experience.