192953 ⎘
Computing arrangements based on biological models using neural network models Architectures, e.g. interconnection topology
STRATIFIED SOCIAL REVIEW RECOMMENDATION
#3002METHOD FOR PROVIDING AN AGENT FOR CREATING A GRAPH NEURAL NETWORK ARCHITECTURE AND METHOD FOR CREATING, BY AN AGENT, A GRAPH NEURAL NETWORK ARCHITECTURE
#3003METHOD OF TRAINING A NEURAL NETWORK TO CONTROL AN AIRCRAFT SYSTEM
#3004METHOD FOR DETERMINING AN OUTPUT SIGNAL BY MEANS OF A NEURAL NETWORK
#3005Music release disambiguation using multi-modal neural networks
#3006NEURAL NETWORK TRAINING TECHNIQUE
#3007ENCODING TECHNIQUES FOR NEURAL NETWORK ARCHITECTURES
#3008IMITATION LEARNING WITH FITTED Q ITERATION
#3009ESTIMATING REMAINING USEFUL LIFE BASED ON OPERATION AND DEGRADATION CHARACTERISTICS
#3010Task activating for accelerated deep learning
#3011Neural processing device and operation method of the neural processing device
#3012COMPUTER-READABLE RECORDING MEDIUM STORING PROGRAM, COMPUTER, AND LEARNING METHOD
#3013NEURAL NETWORK OPERATION APPARATUS AND METHOD
#3014NEURAL NETWORK OPERATION APPARATUS AND QUANTIZATION METHOD
#3015TRAINING-SUPPORT-BASED MACHINE LEARNING CLASSIFICATION AND REGRESSION AUGMENTATION
#3016VARIABLE QUANTIZATION FOR NEURAL NETWORKS
#3017COMPUTER AUTOMATED CLASSIFICATION OF NON-STRUCTURED DATA STREAMS
#3018Methods for training and analysing input data using a machine learning model
#3019LEARNING APPARATUS, METHOD AND PROGRAM
#3020RESTRICTED BOLTZMANN MACHINE BASED SOURCE-SEPARATION MODEL WITH APPLICATION TO LOAD DISAGGREGATION
#3021System and method for adaptive image transformation
#3022Augmented realty based assistance system and method thereof
#3023HIERARCHICAL STRUCTURE LEARNING WITH CONTEXT ATTENTION FROM MULTI-TURN NATURAL LANGUAGE CONVERSATIONS
#3024METHODS FOR PERFORMING INPUT-OUTPUT OPERATIONS IN A STORAGE SYSTEM USING ARTIFICIAL INTELLIGENCE AND DEVICES THEREOF
#3025ARTIFICIAL INTELLIGENCE (AI) SYSTEM AND METHOD FOR AUTOMATICALLY GENERATING BROWSER ACTIONS USING GRAPH NEURAL NETWORKS
#3026Machine learning-based interactive visual monitoring tool for high dimensional data sets across multiple KPIs
#3027Learning method and open circuit voltage estimation method of open circuit voltage estimation model of secondary battery, and state estimation method of secondary battery
#3028Providing emotional care in a session
#3029Privacy-preserving online botnet classification system utilizing power footprint of IoT connected devices
#3030Intent-based orchestration using network parsimony trees
#3031Method and apparatus to decode packets to compute log likelihood ratio in wireless network
#3032Detecting false positive variant calls in next-generation sequencing
#3033Reconstructing three-dimensional scenes portrayed in digital images utilizing point cloud machine-learning models
#3034Latency-resilient cloud rendering
#3035Method and apparatus for objective assessment of gastrointestinal conditions based on images captured in the GI tract
#3036Initializing a learned latent vector for neural-network projections of diverse images
#3037METHOD FOR DISCRIMINATING CLASS OF DATA TO BE DISCRIMINATED USING MACHINE LEARNING MODEL, INFORMATION PROCESSING DEVICE, AND COMPUTER PROGRAM
#3038Visual Analytics System to Assess, Understand, and Improve Deep Neural Networks
#3039Method for optimizing deep learning operator, device and storage medium
#3040Methods and apparatus for natural language understanding in conversational systems using machine learning processes
#3041METHODS AND APPARATUS FOR NATURAL LANGUAGE UNDERSTANDING IN CONVERSATIONAL SYSTEMS USING MACHINE LEARNING PROCESSES
#3042Template-based redesign of a document based on document content
#3043IMAGE SEARCH BASED ON COMBINED LOCAL AND GLOBAL INFORMATION
#3044Method for constructing recognition model of moisture damage of asphalt pavement and method and system for recognizing moisture damage of asphalt pavement
#3045Device to process sample using a time-windowed transform function to generate spectral data and to use combined magnitude and phase spectrograms
#3046Performing navigation tasks using grid codes
#3047Graph neural networks with vectorized object representations in autonomous vehicle systems
#3048METHOD AND APPARATUS FOR ROBOT COLLISION AVOIDANCE BY FULL SURFACE PROXIMITY DETECTION
#3049Computer implemented method and system for retrieval of multi spectral BRDF parameters
#3050USING MACHINE LEARNING FOR DETECTING SOLICITATION OF PERSONALLY IDENTIFIABLE INFORMATION (PII)
#3051SYSTEM AND METHOD FOR CUSTOMIZED REMINDERS
#3052NEURAL NETWORK STATE-OF-CHARGE ESTIMATION
#3053Transparent customizable and transferrable intelligent trading agent
#3054Detecting of automatic driving
#3055Similarity-Embedding Binarization
#3056Image processing for generating three-dimensional shape and spatially-varying reflectance of the object using a deep neural network
#3057Web-based digital image editing in real time utilizing a latent vector stream renderer and an image modification neural network
#3058Automated recalibration of sensors for autonomous checkout
#3059Uncertainty-aware deep reinforcement learning for anatomical landmark detection in medical images
#3060System and method for natural language order fill
#3061NEURAL NETWORK OPERATION METHOD AND DEVICE
#3062SYSTEMS AND METHODS FOR CONTRASTIVE LEARNING WITH SELF-LABELING REFINEMENT
#3063Non-uniform quantization of pre-trained deep neural network
#3064KNOWLEDGE GRAPHS IN MACHINE LEARNING DECISION OPTIMIZATION
#3065SYSTEM AND METHOD FOR RESOURCE FULFILMENT PREDICTION
#3066Learning rules and dictionaries with neuro-symbolic artificial intelligence
#3067System and Methods for Standardizing Scoring of Individual Social Media Content
#3068PERFORMING AUTONOMOUS PATH NAVIGATION USING DEEP NEURAL NETWORKS
#3069BIOMARKER PANEL FOR DIAGNOSING PANCREATIC CANCER AND USE THEREOF
#3070INTELLIGENT TWO-PHASE REFRIGERANT-TO-AIR HEAT EXCHANGER FOR DATACENTER COOLING SYSTEMS
#3071Forecasting and reporting availability of multi-functional peripheral devices
#3072Optical network optimizer and optical network optimization method thereof
#3073Electronic device
#3074Controlling positive feedback in filamentary
#3075Training keyword spotters
#3076System and method for vehicle taillight state recognition
#3077System and method for estimating depth uncertainty for self-supervised 3D reconstruction
#3078Touchless wrist measurement
#3079Device for detecting an edge using segmentation information and method thereof
#3080Texture based fusion for images with cameras having differing modalities
#3081Synthesizing digital images utilizing image-guided model inversion of an image classifier
#3082Method of controlling for undesired factors in machine learning models
#3083System and method for handbag authentication
#3084SYSTEMS AND METHODS FOR SELF SUPERVISED MULTI-VIEW REPRESENTATION LEARNING FOR TIME SERIES
#3085Neural network-based inference method and apparatus
#3086Reinforcement learning using baseline and policy neural networks
#3087PIPELINES FOR EFFICIENT TRAINING AND DEPLOYMENT OF MACHINE LEARNING MODELS
#3088LEVERAGING DYNAMICAL PRIORS FOR SYMBOLIC MAPPINGS IN SAFE REINFORCEMENT LEARNING
#3089DRIVING MONITORING AND SCORING SYSTEMS AND METHODS
#3090Distributed Adversarial Training for Robust Deep Neural Networks
#3091DATA BLOCK PROCESSING METHOD AND APPARATUS, DEVICE, AND STORAGE MEDIUM
#3092CLUSTERING-BASED QUANTIZATION FOR NEURAL NETWORK COMPRESSION
#3093Annotating unlabeled images using convolutional neural networks
#3094Computing device and method using a neural network to determine whether or not to process images of an image flow
#3095Apparatus and method for accurate translation reviews and consistency across multiple translators
#3096System and method for determining item labels based on item images
#3097Selection-based searching using concatenated word and context
#3098METHOD AND APPARATUS FOR IMPROVING PROCESSOR RESOURCE UTILIZATION DURING PROGRAM EXECUTION
#3099Methods and systems for automated software natural language documentation
#3100Transformation templates to automate aspects of computer programming
#3101Question-and-answer system and method of controlling the same
#3102Automatic loudspeaker room equalization based on sound field estimation with artificial intelligence models
#3103High-level syntax for signaling neural networks within a media bitstream
#3104Cellular system
#3105Cellular system
#3106Analysis of aircraft trajectories
#3107SWIMMING POOL MONITORING
#3108Deep learning architecture for analyzing medical images for body region recognition and delineation
#3109Identifying neutrophil extracellular traps in peripheral blood smears
#3110Media enhancement using discriminative and generative models with feedback
#3111System and method for vessel risk assessment
#3112Quantum error correction decoding system and method, fault-tolerant quantum error correction system, and chip
#3113NEURAL NETWORK COMPRISING MATRIX MULTIPLICATION
#3114NEURAL COMMAND LINE INTERFACE EXAMPLE GENERATION
#3115PARSIMONIOUS INFERENCE ON CONVOLUTIONAL NEURAL NETWORKS
#3116Data compression apparatus, data compression method, and learning apparatus
#3117METHOD FOR PREDICTING REMAINING USEFUL LIFE OF BEARINGS BASED ON A GATED RECURRENT NEURAL NETWORK
#3118TRAINING NEURAL NETWORKS WITH REINITIALIZATION
#3119EXECUTION BEHAVIOR ANALYSIS TEXT-BASED ENSEMBLE MALWARE DETECTOR
#3120SPARSE ATTENTION NEURAL NETWORKS
#3121GRAPH NEURAL DIFFUSION
#3122DEVICES AND METHODS FOR LATTICE POINTS ENUMERATION
#3123INFORMATION PROCESSING SYSTEM, INFORMATION PROCESSING METHOD, PROGRAM, AND METHOD FOR PRODUCING ANTIGEN-BINDING MOLECULE OR PROTEIN
#3124DATA PROCESSING METHOD AND DEVICE, STORAGE MEDIUM AND ELECTRONIC DEVICE
#3125IMAGE PROCESSING METHOD, ELECTRONIC DEVICE AND STORAGE MEDIUM
#3126Systems and methods for increasing accuracy in categorizing characters in text string
#3127Methods and systems for automatically preserving a user session on a public access shared computer
#3128Incremental updates to malware detection models
#3129System and method for text processing for summarization and optimization
#3130Deep command search within and across applications
#3131Retrieval aware embedding
#3132EXPLAINING OUTLIERS IN TIME SERIES AND EVALUATING ANOMALY DETECTION METHODS
#3133BINARY-WEIGHTED CAPACITOR CHARGE-SHARING FOR MULTIPLICATION
#3134Method for identifying travel classification based on smartphone travel surveys
#3135Neural network model for cochlear mechanics and processing
#3136Selective content sharing
#3137Systems and methods for utilizing models to identify a vehicle accident based on vehicle sensor data and video data captured by a vehicle device
#3138INCONSISTENT DAMAGE DETERMINATION
#3139Learning user actions to improve transaction categorization
#3140Deep learning-based revenue-per-click prediction model framework
#3141Integrated explicit intent and inference based job seeker identification and segmentation
#3142ADAPTIVE SELF-ADVERSARIAL NEGATIVE SAMPLING FOR GRAPH NEURAL NETWORK TRAINING
#3143Artificial-intelligence-based waterway information system
#3144Systems and devices for signal corrections in pixel-based sequencing
#3145Communication optimizations for distributed machine learning
#3146Distributed Deep Learning System
#3147METHOD, DEVICE, AND COMPUTER PROGRAM PRODUCT FOR UPDATING MODEL
#3148OPTIMIZING SEND TIME FOR ELECTRONIC COMMUNICATIONS
#3149SYSTEM AND METHOD FOR DATA ANALYTICS LEVERAGING HIGHLY-CORRELATED FEATURES
#3150FAULT CRITICALITY ASSESSMENT USING GRAPH CONVOLUTIONAL NETWORKS
#3151DEEP LEARNING HARDWARE
#3152ELECTRONIC DEVICE, USER TERMINAL, AND METHOD FOR RUNNING SCALABLE DEEP LEARNING NETWORK
#3153SYSTEM AND METHOD FOR MACHINE LEARNING ARCHITECTURE FOR OUT-OF-DISTRIBUTION DATA DETECTION
#3154Text-conditioned image search based on transformation, aggregation, and composition of visio-linguistic features
#3155END-TO-END MONOCULAR 2D SEMANTIC KEYPOINT DETECTOR AND TRACKER LEARNING
#3156FRAMEWORK AND INTERFACE FOR MACHINES
#3157Self-supervised semantic shift detection and alignment
#3158Parameter learning apparatus, parameter learning method, and computer readable recording medium
#3159Semi-programmable and reconfigurable co-accelerator for a deep neural network with normalization or non-linearity
#3160Compiling and scheduling transactions in neural network processor
#3161DYNAMICALLY EVOLVING AND UPDATING CONNECTOR MODULES IN AN INTEGRATION PLATFORM
#3162METHOD FOR PERMUTING DIMENSIONS OF A MULTI-DIMENSIONAL TENSOR
#3163Neuromorphic computing using electrostatic MEMS devices
#3164Methods and apparatus to trigger calibration of a sensor node using machine learning
#3165High-speed delay scanning and deep learning techniques for spectroscopic SRS imaging
#3166SYSTEM AND METHOD FOR RECOGNISING AND MEASURING AFFECTIVE STATES
#3167INTELLIGENT REFRIGERANT-ASSISTED LIQUID-TO-AIR HEAT EXCHANGER FOR DATACENTER COOLING SYSTEMS
#3168Protecting computer assets from malicious attacks
#3169System and method for securely managing recorded video conference sessions
#3170System and method for operating an intelligent face framing management system for videoconferencing applications
#3171METHOD FOR PREDICTING MEDICINAL EFFECTS OF COMPOUNDS USING DEEP LEARNING
#3172Audio processing method, audio processing device, and associated non-transitory computer-readable medium
#3173Voice identity feature extractor and classifier training
#3174METHODS AND SYSTEMS FOR DETERMINING COMPACT SEMANTIC REPRESENTATIONS OF DIGITAL AUDIO SIGNALS
#3175Systems and methods for modeling electric vehicle towing
#3176Rendering operations using sparse volumetric data
#3177Sub-graph in frequency domain and dynamic selection of convolution implementation on a GPU
#3178TRAINING PROCEDURE AND SYSTEM FOR ARTIFICIAL INTELLIGENCE INTENDED FOR THE ANALYSIS OF MAMMOGRAPHIC DATA FOR THE IDENTIFICATION OR EXCLUSION OF THE PRESENCE OF BREAST CANCER
#3179Image adjustment based on local contrast
#3180SCALABLE ARCHITECTURE FOR RECOMMENDATION
#3181System for detecting associated records in a record log
#3182Optimizing a machine learning system
#3183Image classification using batch normalization layers
#3184OPTIMIZED NEURAL NETWORK INPUT STRIDE METHOD AND APPARATUS
#3185Architectures, systems and methods for program defined transaction system and decentralized cryptocurrency system
#3186CONVOLUTIONAL HIERARCHICAL TEMPORAL MEMORY SYSTEM AND METHOD
#3187Resource constraint aware deep learning model optimization for serverless-based inference systems
#3188HYBRID GRAPH NEURAL NETWORK
#3189WINDOWED CONTEXTUAL POOLING FOR OBJECT DETECTION NEURAL NETWORKS
#3190SYSTEM AND METHOD FOR A RECURSIVE CORTICAL NETWORK
#3191HARMONIC DENSELY CONNECTING METHOD OF BLOCK OF CONVOLUTIONAL NEURAL NETWORK MODEL AND SYSTEM THEREOF, AND NON-TRANSITORY TANGIBLE COMPUTER READABLE RECORDING MEDIUM
#3192Persona-driven and artificially-intelligent avatar
#3193CONFIDENCE GENERATION USING A NEURAL NETWORK
#3194Text conditioned image search based on dual-disentangled feature composition
#3195AUTOMATED MALWARE CLASSIFICATION WITH HUMAN-READABLE EXPLANATIONS
#3196METHOD FOR OUTPUTTING, COMPUTER-READABLE RECORDING MEDIUM STORING OUTPUT PROGRAM, AND OUTPUT DEVICE
#3197POWER EFFICIENT MULTIPLY-ACCUMULATE CIRCUITRY
#3198Abnormality detection system, abnormality detection method, abnormality detection program, and method for generating learned model
#3199SYSTEM AND METHOD FOR INTELLIGENT MULTI-APPLICATION AND POWER MANAGEMENT FOR MULTIMEDIA COLLABORATION APPLICATIONS
#3200Supplementing electronic map data from user behavior
#3201Precision landing for rockets using deep reinforcement learning
#3202METHODS, SYSTEMS, AND APPARATUSES FOR ADAPTIVE DRIVER OVERRIDE FOR PATH BASED AUTOMATED DRIVING ASSIST
#3203Unseen environment classification
#3204AUDIO SYSTEM FOR ARTIFICIAL REALITY APPLICATIONS
#3205Lighting, color vector, and virtual background correction during a video conference session
#3206Machine-learning based LLR generation without assist-read for early-stage soft decoding
#3207Utilizing machine learning models to generate automated empathetic conversations
#3208Remote distribution of neural networks
#3209Method and apparatus for renewable energy allocation based on reinforcement learning
#3210Channel scaling: a scale-and-select approach for selective transfer learning
#3211Electronic apparatus and controlling method thereof
#3212NEUROMORPHIC HARDWARE FOR PROCESSING A KNOWLEDGE GRAPH REPRESENTED BY OBSERVED TRIPLE STATEMENTS AND METHOD FOR TRAINING A LEARNING COMPONENT
#3213Fact validation method and system, computer device and storage medium
#3214Systems and methods for identifying anomalous nuclear radioactive sources
#3215Neural Architecture Scaling For Hardware Accelerators
#3216Method of detecting presences of different antinuclear antibody fluorescence pattern types without counterstaining and apparatus therefor
#3217RHEOLOGY-INFORMED NEURAL NETWORKS FOR COMPLEX FLUIDS
#3218SYSTEM AND METHOD FOR PROVIDING LOCALIZATION USING INERTIAL SENSORS
#3219SYSTEM AND METHOD FOR PROVIDING LOCALIZATION USING INERTIAL SENSORS
#3220Machine-learned in-loop predictor for video compression
#3221Parameter map for machine-learned video compression
#3222Model sharing by masked neural network for loop filter with quality inputs
#3223Multi-model selection for neural network based tools in video coding
#3224SEMANTIC NETWORK DATA CORRECTION
#3225Bandwidth constrained communication systems with neural network based detection
#3226Context-based battery charging apparatus and method
#3227Identification of candidate signs indicative of an NTRK oncogenic fusion
#3228NEURAL NETWORK CONSTRUCTION METHOD AND APPARATUS, AND IMAGE PROCESSING METHOD AND APPARATUS
#3229Intermediary emergent content
#3230Monocular 3D vehicle modeling and auto-labeling using semantic keypoints
#3231Method and apparatus with video segmentation
#3232Device and method for pneumonia detection based on deep learning
#3233LABELING PIXELS HAVING DEFECTS
#3234RECORDING MEDIUM, INFORMATION PROCESSING METHOD, AND INFORMATION PROCESSING APPARATUS
#3235Method for Operating a Deep Neural Network
#3236Asynchronous neural network training
#3237Rehearsal network for generalized learning
#3238Method for Making a Neural Network More Robust in a Function-Specific Manner
#3239METHOD FOR PREDICTING HARDWARE FAULT USING MACHINE LEARNING
#3240APPARATUS AND METHOD FOR TRAINING LOW BIT-PRECISION DEEP NEURAL NETWORK
#3241EFFICIENT WEIGHT UPDATES
#3242OPTIMIZING OPERATIONS IN ARTIFICIAL NEURAL NETWORK
#3243COMPUTATIONALLY EFFICIENT IMPLEMENTATION OF ANALOG NEURON
#3244Integrated circuit chip apparatus
#3245Integrated circuit chip apparatus
#3246MULTI-TASK NEURAL NETWORK BY MICRO-STRUCTURED PARAMETER SHARING FOR MULTI-QUALITY LOOP FILTER
#3247Image analysis for problem resolution
#3248Neural reasoning path retrieval for multi-hop text comprehension
#3249Local model processing and remote verification
#3250Applying a convolution kernel on input data
#3251Efficient embedding table storage and lookup
#3252Enabling stateless accelerator designs shared across mutually-distrustful tenants
#3253Broadcast remote sealing for scalable trusted execution environment provisioning
#3254METHOD AND APPARATUS FOR PROCESSING DATA, AND RELATED PRODUCT
#3255CONTROLLING A FUNCTION VIA GAZE DETECTION
#3256SEISMIC DATA PROCESSING USING DUnet
#3257HYBRID VIBRATION-SOUND ACOUSTIC PROFILING USING A SIAMESE NETWORK TO DETECT LOOSE PARTS
#3258Multi-degree-of-freedom pose for vehicle navigation
#3259Techniques for signaling neural network topology and parameters in the coded video stream
#3260Deep learning-based polymorphic platform
#3261Determining overlay codes for transmission of reference signals
#3262Proton-based two-terminal volatile memristive devices
#3263System and method for online real-time multi- object tracking
#3264FULLY ATTENTIONAL COMPUTER VISION
#3265Geospatial modeling system providing 3D geospatial model update based upon iterative predictive image registration and related methods
#3266Data-consistency for image reconstruction
#3267Systems and methods for motion estimation in PET imaging using AI image reconstructions
#3268Image signal processor for processing images
#3269Methods, apparatuses and computer program products for providing megataxon-based inverted index features for neural networks
#3270COMPUTERIZED SYSTEM AND METHOD FOR MULTI-CLASS, MULTI-LABEL CLASSIFICATION OF ELECTRONIC MESSAGES
#3271Heterogenous Neural Network
#3272Analysis of memory sub-systems based on threshold distributions
#3273NEURAL NETWORK TRAINING METHOD, DATA PROCESSING METHOD, AND RELATED APPARATUS
#3274EDGE-SIDE FEDERATED LEARNING FOR ANOMALY DETECTION
#3275EXECUTION OF DEEP-LEARNING MODEL
#3276METHOD AND DEVICE FOR PROCESSING MULTIPLE MODES OF DATA, ELECTRONIC DEVICE USING METHOD, AND NON-TRANSITORY STORAGE MEDIUM
#3277System and method for training non-parametric machine learning model instances in a collaborative manner
#3278METHODS AND SYSTEMS FOR DYNAMICALLY SELECTING ALTERNATIVE CONTENT BASED ON REAL-TIME EVENTS DURING DEVICE SESSIONS USING CROSS-CHANNEL, TIME-BOUND DEEP REINFORCEMENT MACHINE LEARNING
#3279NEUROMORPHIC ARCHITECTURES, ACTUATORS, AND RELATED METHODS
#3280MEMORY SYSTEM TO TRAIN NEURAL NETWORKS
#3281DETECTION METHOD, COMPUTER-READABLE RECORDING MEDIUM STORING DETECTION PROGRAM, AND DETECTION DEVICE
#3282Neural Architecture Search Method, Image Processing Method And Apparatus, And Storage Medium
#3283NEURAL NETWORK PROCESSOR
#3284Automatic metadata detector based on images
#3285Dynamic multi-resolution processing for video classification
#3286TRANSFORMING MODEL DATA
#3287Three-dimensional object detection
#3288Vehicle positioning method and apparatus, storage medium, and electronic device
#3289Deep learning speaker compensation
#3290Real-time detection of network attacks
#3291Neural network model update method and device, and computer storage medium
#3292Systems and methods for generating an alimentary plan for managing skin disorders
#3293System and method for generating a neuropathologic nourishment program
#3294SPEECH ANALYSER AND RELATED METHOD
#3295Methods of Generating Speech Using Articulatory Physiology and Systems for Practicing the Same
#3296Methods and systems for facial recognition using motion vector trained model
#3297Method and device for detecting defects, electronic device using method, and non-transitory storage medium
#3298GENERATION OF MOVING THREE DIMENSIONAL MODELS USING MOTION TRANSFER
#3299Patch-based image matting using deep learning
#3300Defect detection in lyophilized drug products with convolutional neural networks