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Behzad Benam
Behzad Benam

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Published in Towards Data Science

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Applying of Reinforcement Learning for Self-Driving Cars

Markov Decision Process (MDP) and finding a holistic policy in the development of autonomous driving — A widespread approach of AI application for self-driving cars is the Supervised Learning approach and, above all, for solving perception requirements. But a self-driving car is very similar to a robot and an agent in a Reinforcement Learning (RL) approach. Can we replace a supervised learning approach with a reinforcement…

Reinforcement Learning

5 min read

Applying of Reinforcement Learning for Self-Driving Cars
Applying of Reinforcement Learning for Self-Driving Cars
Reinforcement Learning

5 min read


Published in Towards Data Science

·Pinned

How Knowledge Graphs Solve Machine Learning Problems

The human brain uses the same concept as a knowledge graph, and its name is a reference frame — Data representation and data itself is the main prerequisite for a successful design and operation of a machine learning model. Data as the input of AI-based systems, such as input signals to a non-AI-based system, are typically correlated with other data elements. Incorrect data collection and representation similar to wrong…

Knowledge Graph

5 min read

How Knowledge Graphs Solve Machine Learning Problems
How Knowledge Graphs Solve Machine Learning Problems
Knowledge Graph

5 min read


4 days ago

Automotive Safety #34

Top 5 most important safety news in the automotive industry Topics of this issue: Snapdragon Ride Safety System-on-Chips (SoCs) AI Safety Seems Difficult to Measure Software-Defined Vehicle (SDV) Opens the Door to Increasing Safety and Performance ISO26262-Certified GPU for Safety-Critical Automotive Applications York Safety Summer School — June 2023 On the road to Autonomy, Qualcomm Drives Progress and Innovation | TechCrunch Qualcomm's Snapdragon Ride Platform drives innovation en route to fully autonomous vehicles Rapid advancements in…techcrunch.com

Functional Safety

1 min read

Automotive Safety #34
Automotive Safety #34
Functional Safety

1 min read


Mar 22

How Artificial Intelligence Represents Knowledge

The success of autonomous driving depends on how the knowledge is represented — A child can learn what a ball is after seeing the ball a few times and gaining experience. Experiences are central information elements for human decisions. The representation of knowledge by AI is not based on stored data and, like a human, is based on previous experiences in order to…

Artificial Intelligence

3 min read

How Artificial Intelligence Represents Knowledge
How Artificial Intelligence Represents Knowledge
Artificial Intelligence

3 min read


Mar 19

Automotive Safety #33

Top 5 most important safety news in the automotive industry Topics of this issue: Software Development Kit for Safety-Critical Automotive Functions Regulatory Framework for AI Serious Vulnerability in Voice Identification Systems Assessing Safety Through Operational Design Domains (ODD) AI will eventually be better at Making Decisions than Humans Infineon and Apex.AI develop solution to expedite software-defined vehicle development | Automotive… Apex.AI's software development kit and Infineon's Aurix TC3X microcontroller have been integrated to enable faster…www.automotivetestingtechnologyinternational.com

Functional Safety

1 min read

Automotive Safety #33
Automotive Safety #33
Functional Safety

1 min read


Mar 11

Automotive Safety #32

Top 5 most important safety news in the automotive industry Topics of this issue: Fear of Autonomous Vehicles on the Rise Expert Group Safety & Regulation Automotive Child Presence Detection Artificial Intelligence and Security Touchscreens or Buttons, Which one is safer Autonomous vehicle makers outline regulatory, legislative recommendations As AV makers issue recommendations for lawmakers and regulators to clear a path for the deployment of autonomous…www.overdriveonline.com

Functional Safety

1 min read

Automotive Safety #32
Automotive Safety #32
Functional Safety

1 min read


Mar 7

Automotive Safety #31

Top 5 most important safety news in the automotive industry

Functional Safety

1 min read

Automotive Safety #31
Automotive Safety #31
Functional Safety

1 min read


Mar 4

How SHARD Analysis Improves Software Quality

A method of software analysis at the software architecture level — SHARD stands for “Software Hazard Analysis and Resolution in Design” and is a hazard analysis technique and a variant of HAZOP (Hazard and Operability Analysis) specially designed for data flow. SHARD offers a structured approach to identify potentially erroneous behavior in the software from an architectural point of view. SHARD…

Functional Safety

2 min read

How SHARD Analysis Improves Software Quality
How SHARD Analysis Improves Software Quality
Functional Safety

2 min read


Feb 27

Automotive Safety #30

Top 5 most important safety news in the automotive industry — Topics of this issue: Combining Safety, Security, Automated Driving, and Software Improving Trust in Autonomous Technology Safety in Automotive AI Systems Safe and Fuel Efficient Predicting Instead of Responding to the Events of Failures UL Solutions Advances Automotive Safety and Security with New Approach to Integrated Functional… A combined team of UL Solutions safety science experts will address automotive cybersecurity, functional safety…www.prnewswire.com

Functional Safety

1 min read

Automotive Safety #30
Automotive Safety #30
Functional Safety

1 min read


Feb 19

Automotive Safety #29

Top 5 most important safety news in the… —

Functional Safety

1 min read

Automotive Safety #29
Automotive Safety #29
Functional Safety

1 min read

Behzad Benam

Behzad Benam

28K Followers

Founder & CEO at SafeLine, providing engineering services in the automotive industry www.safeline-solutions.de

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