How to Develop Machine Learning Skills for Every Employee in Your Company

Everyone loves Artificial Intelligence AI and Data Science DS, and it’s probably not going to change for the next decade or so. Even so, most people only have the general idea what data science is and what machine learning or AI algorithms can do. This is quite normal and a common phenomenon for...

Google TensorFlow Denial of Service Vulnerability (CNVD-2022-44170)

Google TensorFlow, an end-to-end open source platform for machine learning from Google, Inc. is vulnerable in versions prior to 2.9.0, 2.8.1, 2.7.2, and 2.6.4 due to a vulnerability in tf.rawops. UnsortedSegmentJoin has incomplete validation of the input parameters. An attacker could use this...

Google TensorFlow has an unspecified vulnerability

Google TensorFlow is an end-to-end open source platform for machine learning from Google, Inc. A security vulnerability exists in Google TensorFlow versions prior to 2.9.0, 2.8.1, 2.7.2, and 2.6.4, which stems from an invalid resource handle provided to the application when , multiple tensorflow...

Google TensorFlow Denial of Service Vulnerability (CNVD-2022-44165)

Google TensorFlow is an end-to-end open source platform for machine learning from Google, Inc. A security vulnerability exists in Google TensorFlow versions prior to 2.9.0, 2.8.1, 2.7.2, and 2.6.4, which stems from an application calling a tf .compat.v1. operation. An attacker could exploit this...

Google TensorFlow Input Validation Error Vulnerability (CVE-2022-29192)

Google TensorFlow, an end-to-end open source platform for machine learning from Google, Inc. is vulnerable to an input validation error in versions prior to 2.9.0, 2.8.1, 2.7.2, and 2.6.4, which originates in tf.rawops QuantizeAndDequantizeV4Grad does not fully validate the input parameters and c...

Google TensorFlow code issue vulnerability (CNVD-2022-44164)

Google TensorFlow, an end-to-end open source platform for machine learning from Google, Inc. is vulnerable to a code issue in versions prior to 2.9.0, 2.8.1, 2.7.2, and 2.6.4, which stems from tf.rawops. SparseTensorDenseAdd has incomplete validation for the input parameters. No detailed...

Google TensorFlow Input Validation Error Vulnerability (CNVD-2022-44209)

Google TensorFlow is a suite of end-to-end open source platforms for machine learning from Google USA. An input validation error vulnerability exists in Google TensorFlow versions prior to 2.9.0, prior to 2.8.1, prior to 2.7.2, and prior to 2.6.4, which stems from the presence of a non-numeric...

Google TensorFlow Code Injection Vulnerability

Google TensorFlow is a suite of end-to-end open source platforms for machine learning from Google USA. A code injection vulnerability exists in TensorFlow versions prior to 2.9.0, prior to 2.8.1, prior to 2.7.2, and prior to 2.6.4, with no detailed vulnerability details provided at this time...

Google TensorFlow Input Validation Error Vulnerability (CNVD-2022-44174)

Google TensorFlow is a suite of end-to-end open source platforms for machine learning from Google USA. An input validation error vulnerability exists in TensorFlow versions prior to 2.9.0, 2.8.1, 2.7.2, and 2.6.4, which stems from the fact that tf.rawops.SparseTensorToCSRSparseMatrix does not ful...

Google TensorFlow suffers from an unspecified vulnerability (CNVD-2022-44211)

Google TensorFlow is a suite of end-to-end open source platforms for machine learning from Google USA. A security vulnerability exists in Google TensorFlow versions prior to 2.9.0, prior to 2.8.1, prior to 2.7.2, and prior to 2.6.4, which stems from incorrect logic when comparing sizet when writi...

Google TensorFlow suffers from an unspecified vulnerability (CNVD-2022-44210)

Google TensorFlow is a suite of end-to-end open source platforms for machine learning from Google USA. A security vulnerability exists in Google TensorFlow version 2.8.0, which stems from the TensorKey hash function using the very poorly implemented constant hash function AllocatedBytes for total...

CVE-2022-29213

TensorFlow is an open source platform for machine learning. Prior to versions 2.9.0, 2.8.1, 2.7.2, and 2.6.4, the tf.compat.v1.signal.rfft2d and tf.compat.v1.signal.rfft3d lack input validation and under certain condition can result in crashes due to CHECK-failures. Versions 2.9.0, 2.8.1, 2.7.2,...

CVE-2022-29212

TensorFlow is an open source platform for machine learning. Prior to versions 2.9.0, 2.8.1, 2.7.2, and 2.6.4, certain TFLite models that were created using TFLite model converter would crash when loaded in the TFLite interpreter. The culprit is that during quantization the scale of values could b...

CVE-2022-29211

TensorFlow is an open source platform for machine learning. Prior to versions 2.9.0, 2.8.1, 2.7.2, and 2.6.4, the implementation of tf.histogramfixedwidth is vulnerable to a crash when the values array contain Not a Number NaN elements. The implementation assumes that all floating point operation...

CVE-2022-29210

TensorFlow is an open source platform for machine learning. In version 2.8.0, the TensorKey hash function used total estimated AllocatedBytes, which a is an estimate per tensor, and b is a very poor hash function for constants e.g. int32t. It also tried to access individual tensor bytes through...

Type confusion

TensorFlow is an open source platform for machine learning. Prior to versions 2.9.0, 2.8.1, 2.7.2, and 2.6.4, the macros that TensorFlow uses for writing assertions e.g., CHECKLT, CHECKGT, etc. have an incorrect logic when comparing sizet and int values. Due to type conversion rules, several of t...

Stack overflow

TensorFlow is an open source platform for machine learning. In version 2.8.0, the TensorKey hash function used total estimated AllocatedBytes, which a is an estimate per tensor, and b is a very poor hash function for constants e.g. int32t. It also tried to access individual tensor bytes through...

Code injection

TensorFlow is an open source platform for machine learning. Prior to versions 2.9.0, 2.8.1, 2.7.2, and 2.6.4, TensorFlow's savedmodelcli tool is vulnerable to a code injection. This can be used to open a reverse shell. This code path was maintained for compatibility reasons as the maintainers had...

Stack overflow

TensorFlow is an open source platform for machine learning. Prior to versions 2.9.0, 2.8.1, 2.7.2, and 2.6.4, the implementation of tf.histogramfixedwidth is vulnerable to a crash when the values array contain Not a Number NaN elements. The implementation assumes that all floating point operation...

Stack overflow

TensorFlow is an open source platform for machine learning. Prior to versions 2.9.0, 2.8.1, 2.7.2, and 2.6.4, certain TFLite models that were created using TFLite model converter would crash when loaded in the TFLite interpreter. The culprit is that during quantization the scale of values could b...