Specialization: Mathematics for Machine Learning and Data Science DeepLearning.AI | |
Probability & Statistics for Machine Learning & Data Science DeepLearning.AI Achieved rating: 99.33 % | |
Calculus for Machine Learning and Data Science DeepLearning.AI Achieved rating: 98.81 % | |
Linear Algebra for Machine Learning and Data Science DeepLearning.AI Achieved rating: 100 % | |
Generative AI with Large Language Models DeepLearning.AI Achieved rating: 100 % | |
Specialization: Machine Learning Engineering for Production (MLOps) DeepLearning.AI | |
Deploying Machine Learning Models in Production DeepLearning.AI Achieved rating: 99.75 % | |
Machine Learning Modeling Pipelines in Production DeepLearning.AI Achieved rating: 100 % | |
Machine Learning Data Lifecycle in Production DeepLearning.AI Achieved rating: 100 % | |
Introduction to Machine Learning in Production DeepLearning.AI Achieved rating: 100 % | |
Spezialisierung: Deep Learning DeepLearning.AI | |
Sequence Models DeepLearning.AI Achieved rating: 98 % | |
Convolutional Neural Networks DeepLearning.AI Achieved rating: 98.50 % | |
Structuring Machine Learning Projects DeepLearning.AI Achieved rating: 83.33 % | |
Improving Deep Neural Networks: Hyperparameter Tuning, Regularization and Optimization DeepLearning.AI Achieved rating: 97.33% | |
Neural Networks and Deep Learning DeepLearning.AI Achieved rating: 94.60 % | |
Self-Driving Car Engineer Computer vision and deep learning, recognition of lane lines. Prediction of steering angles and more. Sensor fusion. Programming a self-driving car with ROS (Robot Operating System) in a team. https://github.com/tobiassteidle/CarND-Capstone https://github.com/tobiassteidle/CarND-Vehicle-Detection https://github.com/tobiassteidle/CarND-Behavioral-Cloning https://github.com/tobiassteidle/CarND-Advanced-Lane-Lines https://github.com/tobiassteidle/Traffic-light-classifier https://github.com/tobiassteidle/CarND-Semantic-Segmentation https://github.com/tobiassteidle/CarND-Path-Planning-Project https://github.com/tobiassteidle/CarND-MPC-Project https://github.com/tobiassteidle/CarND-PID-Control-Project https://github.com/tobiassteidle/CarND-Kidnapped-Vehicle-Project https://github.com/tobiassteidle/CarND-Unscented-Kalman-Filter-Project https://github.com/tobiassteidle/CarND-Extended-Kalman-Filter-Project | |
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Machine Learning Engineer Supervised und Unsupervised Learning. Neuronale Netze – Convolutional neural Networks, Recurrent neural Networks, Deep neural Networks. https://github.com/tobiassteidle/MLND_Capstone https://github.com/tobiassteidle/MLND_Quadcopter https://github.com/tobiassteidle/MLND_Dog-Breed-Classifier https://github.com/tobiassteidle/MLND_Customer_segments https://github.com/tobiassteidle/MLND_CharityML https://github.com/tobiassteidle/MLND_Predict-Boston-House-Pricing | |
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Deep Reinforcement Learning Deep Q-Networks (DQN) to Deep Deterministic Policy Gradients (DDPG). Training agents for complex tasks such as walking, driving, etc. https://github.com/tobiassteidle/DRLND_P3_Collaboration-and-Competition https://github.com/tobiassteidle/DRLND_P2_Continuous-Control https://github.com/tobiassteidle/DRLND_P1_Navigation | |
Computer Vision From basic image processing to building and adapting convolutional neural networks. Image processing tasks such as image captioning and object tracking. https://github.com/tobiassteidle/CVND_P3_Implement_SLAM https://github.com/tobiassteidle/CVND_P2_Image_Captioning https://github.com/tobiassteidle/CVND_P1_Facial_Keypoints | |
Natural Language Processing Natural language processing techniques to process speech and analyze text. Probabilistic and deep learning models, such as hidden Markov models and recurrent neural networks, to teach the computer to perform tasks such as speech recognition, machine translation, etc. https://github.com/tobiassteidle/NLPND_P3_DNN-Speech-Recognizer https://github.com/tobiassteidle/NLPND_P2_Machine-Translation https://github.com/tobiassteidle/NLPND_P1_HMM-Tagger | |
Robotic Software Engineer Development of software to control robots on the basis of ROS (Robot Operating System). Localization and mapping techniques (SLAM). Navigation and path planning. https://github.com/tobiassteidle/RoboND_P1_Build-My-World https://github.com/tobiassteidle/RoboND_P2_Go-Chase-It https://github.com/tobiassteidle/RoboND_P3_Where-Am-I https://github.com/tobiassteidle/RoboND_P4_Map-My-World https://github.com/tobiassteidle/RoboND_P5_Home-Service-Robot https://github.com/tobiassteidle/RoboND-SLAM | |
Blockchain Developer Basics of the blockchain platform. Create your own private blockchain and secure a digital asset with the blockchain identity. Develop smart contracts based on the Ethereum platform with Solidity. Development of decentralized applications DApp. https://github.com/tobiassteidle/BDND_Capstone https://github.com/tobiassteidle/BDND_Flightsurety https://github.com/tobiassteidle/BDND_Blockchain-Supply-Chain https://github.com/tobiassteidle/BDND_P5_Decentralized-Star-Notary-Service https://github.com/tobiassteidle/BDND_P4_Private-Blockchain-Notary-Service https://github.com/tobiassteidle/BDND_P3_RESTful-Web-API https://github.com/tobiassteidle/BDND_P2_Private-Blockchain https://github.com/tobiassteidle/BDND_Exercises |