Into the Unknown
Machine Learning in Production deeplearning.ai Designing an end-to-end production machine learning system is a challenge. This is rarely done by any single individual, but a well-collaborated team is required to achieve the goal and make the system keep running. The lifecycle is pretty much like the one employed for software project, however obviously there are…
Deep Learning SpecializationDeepLearning.AI Mission complete! This is probably the most popular specialization on Coursera. Cutting-edge topics, high quality programming assignments鈥攂oth newbies and veterans can benefit. I found the knowledge learned can be used directly in daily work and also let me get prepared for the future. Thank you Andrew Ng, much obliged! My Specialization Certificate…
Sequence ModelsDeepLearning.AI When I finished this course, I picked up my phone and asked “Hey Siri, what is sequence model”? Guess what? She understand and she showed me web page of this course exactly. Pretty cool! This course reveals what is under the hood: recurrent neural network, word embedding, beam search, attention model, etc. I…
Convolutional Neural NetworksDeepLearning.AI This great course helps you grasp fundamentals of CNN and get familiar with the most recent hot applications (self-driving, face recognition, neural style transfer) in just a few weeks. Programming assignments are well-prepared, easy to complete, and more about how to leverage existing frameworks / algorithms / models (e.g. YOLO). You will have…
Structuring Machine Learning ProjectsDeepLearning.AI This is a short-but-effective course about strategy. The topics are all critical for helping team analyze errors, select direction, make progress and archive goals effectively. The methods demonstrated when doing analysis are very impressive. I am afraid these knowledge will never be available in any academic textbook, you can only learn…
Improving Deep Neural NetworksDeepLearning.AI This course guides you through the “mist” of optimizing deep learning neural networks, very clear and joyful. RMSprop / Adam algorithms, Batch Norm, everything is elaborated carefully. Final programming assignment is to use TensorFlow to create a neural network. Fantastic course! I am very grateful. My Certificate Related Specialization I am…
Neural Networks and Deep LearningDeepLearning.AI GREAT course! Andrew elaborated the neural network for Deep Learning in an extremely clear and well-organized way! 鉂わ笍 Follow his guidance and instructions, not only I comprehended the intricacies of deep learning, but also a full-fledged neural network can be implemented from scratch by myself in Python! My Certificate Related…
Machine LearningStanford University The course is taught by Andrew Ng. Probably this is the most popular and famous MOOC course on the Internet. It is also the primary reason why I signed up and started my journey on Coursera. I spent almost 3 months to finish this course, I still remember how thrilled I was…