| image_name,summary | |
| 0694,A slide with a title about MVN as a model of a biological neuron and an Intermediate Maximal Inhibition State diagram. | |
| 0629,"A slide on a complex-valued neuron and XOR problem with a diagram and text, no figure or footer. " | |
| 1042,"A slide with an interim report for 2012, discussing revenue and net results increase, with a footer element and enumeration." | |
| 0588,"A slide introducing Support Vector Machine with historical context and development details, including title and enumeration. " | |
| 0344,"A slide on converting grammar to network using HParse, with a diagram, no figure, from course material." | |
| 0338,"A slide on HMM decoding with a title, enumeration, and diagram, discussing state sequence likelihood, without footer. " | |
| 0354,"A slide on context-dependent acoustic models and triphones with examples like stow, b-ltaa, adapted from an unidentified source." | |
| 0349,"A slide titled ""Training (HERest)"" with an enumeration of steps for training using HERest, including concatenation and the Baum-Welch Algorithm." | |
| 0322,"A slide outlining Speech Recognition topics like Feature Extraction and HMM, with an enumeration and title, but no figure or footer." | |
| 0110,"A slide with a title and an enumeration on choosing an appropriate option related to data and pre-train models, no figures or footer." | |
| 0651,"A slide highlighting the higher functionality of MVN with a multi-valued activation function, using enumeration and a chart, without any figures or footer." | |
| 0099,"A slide titled ""seq2segq Pretraining and Beyond"" with a diagram, no figure or footer." | |
| 0660,"A slide featuring Hebbian Learning for MVN with a diagram and title, no other elements mentioned. " | |
| 0574,"A slide with a diagram and footer element, lacking specific content details." | |
| 0725,"A slide with a title and enumeration detailing an interim report with a chart on SG&A, discussing cost absorption and revenue, no figure. " | |
| 0622,"A slide titled ""Wine"" with an enumeration on dataset imbalance and cross-validation, part of a presentation without any figures." | |
| 1002,"A slide titled ""Methods"" with an enumeration describing a similarity function, a diagram, and no footer or figure." | |
| 0749,"A slide on predictor performance metrics with enumeration on prediction errors and outcomes, no figures." | |
| 0324,"A slide discussing speech recognition challenges with contextual effects, speaker variability, and environment variability, with a chart and code." | |
| 0638,"A slide on multiple-valued logic with enumeration and title, no figure or footer, referencing Jan Lukasiewicz, source unknown." | |
| 0579,"A slide with enumeration and title ""How we classify"" and footer element, possibly a chart, without code. " | |
| 0134,"A slide with a title ""Example 1"" and an enumeration discussing comparison operations, problem size, and running time. " | |
| 0759,"A slide with a title and enumeration, no figure or footer detected. " | |
| 1005,"A slide on recommender systems ranking, detailing Recall@20 and MRR@20, with a title, enumeration, and code snippet." | |
| 0005,"A slide detailing context features in natural language processing, with various examples and relationships, presented in an enumeration." | |
| 0323,"A slide with a diagram and enumeration, lacking a figure and footer, possibly related to biological topics." | |
| 0649,"A slide on Multi-Valued Neuron with text, diagram, and title, focusing on A-valued logic and threshold functions." | |
| 0684,"A slide on the importance of complex-valued neurons with an enumeration, no figure, and no footer." | |
| 0088,"A slide on MASS model with Transformer-based Encoder-decoder, adapted from Song et al., featuring a WehText diagram and enumeration. " | |
| 0149,"A slide discussing the use of worst-case analysis in real-time applications, highlighting predictability and limitations, without figures or footer." | |
| 0677,"A slide on starting weights for learning algorithms with enumeration and title, no figure, from an unidentified source." | |
| 0753,"A slide discussing generalization in predictors, emphasizing unseen data performance, with a diagram, and no footer." | |
| 0639,"A slide on multiple-valued logic with enumeration and title, no figure or footer elements present." | |
| 1059,"A slide with a title on cement, discussing proposal activity, potential projects, and revenue and order intake charts." | |
| 0127,"A slide titled ""MILMVN: Hard Margins Learning"" with an enumeration on hard margins, classification rate, and overfitting, including a diagram. " | |
| 0112,"A slide with a title discussing model suitability and economy, with an enumeration of considerations and a data or model parallel diagram." | |
| 0613,"A slide with simulation results from University of California Irvine, no figure, and text and title elements present." | |
| 0117,"A slide titled ""Open Questions"" discussing data-related topics like contamination, privacy, and pre-training models like PEGASUS and RefBERT." | |
| 0002,A slide on acerola highlighting its vitamin C content and culinary uses in sub-tropical regions with enumeration. | |
| 0090,"A slide featuring a diagram, enumeration, and title about MBAR and Transformer-based Denoising auto-encoder model." | |
| 0355,"A slide on Tie Triphone (HDMan) clustering using decision trees, tying states in the same leaf, with a nasal and glide diagram." | |
| 0523,"A slide with Aiitaqamated Content Extractor title, no figure, and footer element, no references." | |
| 0681,"A slide on real-valued mappings to MVN format with an enumeration, adapted from nature-sounding title Real-Valued Input/Output Mappings and MVN. " | |
| 0656,"A slide presenting the Hebbian Learning Rule for MVN, explaining weight calculations and dot products, with a title and enumeration." | |
| 0747,"A slide with Sanjay Lall and Stephen Boyd mentioned in text and title, no figures or footers." | |
| 0156,"A slide with a title ""Big-Oh Examples"" and an asta chart, no footer, discussing Big-Oh notation examples." | |
| 1057,"A slide with a chart, enumeration, text, and title, identified as an interim report from 2012." | |
| 0620,"A slide showing classification results for a sample using MLMVN-SM, highlighting correct classification and differences from regular MLMVN and SVM. " | |
| 0668,"A slide on Hebbian Learning limitations with enumeration, no figure or footer mentioned." | |
| 1041,"A slide with forward-looking statements, financial data, and enumeration, with a footer element, no figure, and no chart." | |
| 0116,"A slide with open questions on pre-training, data contamination, privacy, and downstream tasks, with a chart and enumeration." | |
| 0738,"A slide with a title and code snippet asking about compiler allowance, with an enumeration and footer element. " | |
| 0624,"A slide with an enumeration and title, no figure or footer element. " | |
| 0132,"A slide titled ""Comparing Algorithms: an Empi"" with an enumeration on implementing and timing algorithms, no figures or footer." | |
| 0092,"A slide comparing Seq2seq and masked LM for non-generation tasks, with a title and enumeration, no figure or footer. " | |
| 0348,"A slide detailing Monophone HMM Topology with 5 states, Flat Start, and initialized Mean and Variance. " | |
| 1003,"A slide with a title, diagram, and enumeration explaining Methods like BPTT for training, from a session on local encoder. " | |
| 0337,"A slide discussing HMM evaluation with a chart and enumeration, focusing on likelihood computation, from a presentation without a footer. " | |
| 0996,"A slide on customer intent in e-commerce with an enumeration of strategies for success, emphasizing customer satisfaction and business competition." | |
| 0605,"A slide discussing reliability in learning with a title, enumeration, and diagram, emphasizing moving samples away from sector borders." | |
| 0727,"A slide on the importance of Java Collections Framework, highlighting the creation of data structures and built-in interfaces like Collection and Iterator." | |
| 1043,"A slide with a diagram, title, text, and footer element, part of an interim report in 2012." | |
| 0155,"A slide with a title and enumeration, possibly related to validation or performance metrics, without any figures or footers." | |
| 0722,"A slide on Abstract Data Types (ADTs) with examples like Stack at NIST DADS, emphasizing descriptions without implementation details. " | |
| 0741,"A slide on making Array List Generic with enumeration and code, no figure, and identifier information about data type variables." | |
| 0331,"A slide with an enumeration, lacking a title, focusing on a specific topic or concept. " | |
| 0118,"A slide titled ""Open Questions"" discussing data contamination, privacy, and pre-training methods, without any figures or footer." | |
| 0765,"A slide with a title ""Example: Polynomial fit"" and enumeration discussing data points, predictors, and degrees with a chart, adapted from an unidentified source." | |
| 0724,"A slide on data structure concepts with an enumeration of different types of structures optimized for operations, references to nist.gov and wikipedia." | |
| 0339,"A slide with Viterbi Algorithm title and OCR elements like text and diagram, without footer. " | |
| 0597,"A slide on Nonlinear Kernel (11) with a title and diagram, from an unidentified source." | |
| 0109,"A slide presenting a unified view on pre-trained models with no additional details, possibly from a technical perspective. " | |
| 0129,"A slide discussing time complexity in algorithms with a title and enumeration, no figure or footer. " | |
| 0602,"A slide with a title on Non-reliable learning results, a diagram, and an enumeration, without any figure. " | |
| 0619,"A slide with a title on Classification Result, featuring an enumeration and a chart, without any figures. " | |
| 0683,"A slide on the importance of complex-valued neurons for signal analysis and pattern recognition, with an enumeration, taken from an unidentified source." | |
| 1051,"An interim report slide detailing debt, equity ratio, and dividend payment with a quarterly equity chart and footer element." | |
| 0578,"A slide on classification with enumeration and chart, titled ""ers"", without a figure, and footer element." | |
| 0616,"A slide with a diagram, title, footer element, and enumeration discussing learning results for a sample. " | |
| 0004,"A slide with OCR body elements explaining the importance of representing words as vectors with an enumeration, no figure or footer." | |
| 0539,"A slide with a title and enumeration, possibly with a footer element, but no figures included. " | |
| 0645,"A slide discussing discrete k-valued activation functions with a diagram and title, no figure or footer. " | |
| 0682,A slide on translating real-valued mappings to MVN format with enumeration and title. | |
| 0644,"A slide on multiple-valued logic with enumeration and title, discussing normalization and encoding, no references." | |
| 0145,"A slide illustrating Growth-Rate Functions with O(n^2) complexity, featuring code and title elements." | |
| 0003,"A slide with title and enumeration discussing semantic relationships between words, inspired by U.R. Firth, 1957. " | |
| 0096,"A slide on different language models and objectives with an enumeration, adapted from Raffel et al. with logical elements of title and enumeration. " | |
| 0627,"A slide featuring Complex-Valued Neurons with a title and an enumeration, no figures or footer. " | |
| 0140,"A slide with text and code elements, lacking a title or figure, from an unidentified source." | |
| 0665,"A slide on Hebbian Learning with an enumeration and title, no figure or footer present. " | |
| 0358,"A summary slide on MFCC Features and ASR building steps using HTK, with enumeration and a diagram, no figure or footer." | |
| 0101,"A slide about GPT3 model with details on its objective, data sources like Common Crawl, WebText, and Wikipedia, without footer or figure. " | |
| 0675,"A slide with a title discussing the role of a factor in the Learning Rule, no other elements present. " | |
| 0128,"A slide on critical resources with an enumeration discussing running time and space analysis, lacking figures or footer." | |
| 0356,"A slide with an enumeration and title, focusing on a specific topic without any figures or footers." | |
| 0125,"A slide listing famous algorithms like Fast Fourier Transform, DES encryption, and TCP congestion control, with enumeration. " | |
| 0530,"A slide discussing Hearct's Patterns for IS-A relations, with a title and footer element, no figures mentioned, source unidentified." | |
| 0628,"A slide discussing learning XOR and Parity functions with complex-valued neurons, challenging traditional neural network beliefs. " | |
| 0359,"A slide with a title ""Thanks!"" and no other elements, no figure or footer. " | |
| 0137,"A slide with title ""The Execution Time of Algorithms"" describing costs and operations with code and enumeration elements. " | |
| 0353,"A slide on retraining with enumeration and title, utilizing the Baum-Welch algorithm, no figure or footer elements." | |
| 1047,"A slide with an enumeration, footer element, text, title, and chart, from an interim report in 2012." | |
| 0742,"A slide with OCR text about updating instant messaging service by America Online, containing a title and footer element." | |
| 1000,"A slide titled ""Methods"" focusing on capturing the main purpose of the session using item-level attention mechanism and weighted factors, with a diagram, without figures or footer." | |
| 0582,"A slide on Classifier Margin with text defining the margin of a linear classifier, including a chart and enumeration, no figure. " | |
| 0731,"A slide on ArrayLists with a class diagram, part of ""CS 307 Fundamentals"" with no figure." | |
| 0608,"A slide with a title and footer, featuring an enumeration and a diagram, without any figures." | |
| 0606,"A slide with an enumeration on OCR elements, focusing on body elements and logical elements, without figures or footers." | |
| 0126,"A slide on computational complexity theory with an enumeration, focusing on problem-solving resources, no figure or footer." | |
| 0658,"A slide on Hebbian Learning Rule for MVN with an enumeration explaining weight calculation, adapted from course materials." | |
| 0141,"A slide detailing General Rules for Estimation with enumeration, title, and no figure or footer, explaining loops and nested loops." | |
| 0524,"A slide titled ""CE Relations Examples"" with examples like PER-GPE and ORG-ORG relationships, without any figures." | |
| 0346,"A slide titled ""Words to Phones (using HLEd)"" with code, title, and enumeration elements, utilizing HTK scripting language for phonetic transcription." | |
| 0350,"A slide with a title ""Training"" and enumeration discussing monophone models and short pause training, with no figure or footer. " | |
| 0674,"A slide on error-correction learning rule for MVN with complex-valued inputs, no figure, from nature-sounding course material." | |
| 0610,"A slide with an enumeration and title, lacking a figure, possibly discussing a topic related to the content of the list." | |
| 0618,"A slide titled ""Closer look at the class 5 learning result with MI MAVN-SM4"" showing learning samples within an O-interval around the bisector." | |
| 0084,"A slide titled ""Remember: Maskea Language Model"" with BERT, PORERTS, and encoder-only pre-trained model information, including a diagram. " | |
| 0520,"A slide with a title on Outline, a diagram on Relation Extraction, Coreference Resolution, Entity Linking, and Question Answering, without any additional identifiers." | |
| 0726,"A slide on modern programming languages' data structures like Java collections, C++ STL, Python lists, and Lisp lists from course CS 307. " | |
| 0521,"A slide without a figure discussing the Collections Framework in Java Standard Library, focusing on creating data structures and existing Java structures. " | |
| 0135,"A slide with title ""Example 2"" and code snippet, explaining constant running time with enumeration. " | |
| 0728,"A slide on generic collections with type safety, no figure, and footer, part of course CS 307 Fundamentals." | |
| 0540,"A slide with a footer element, title, and enumeration, lacking any figures, possibly containing important information." | |
| 0768,"A slide on Crocs validator with an enumeration on data division and model evaluation, no figure, from course OCR. " | |
| 0646,"A slide without a figure or footer, focusing on an unidentified topic with a diagram and title." | |
| 0115,"A slide titled ""Open Questions"" addressing data contamination, data privacy, and pre-training data recovery, without figures or footer." | |
| 0543,"A slide on Distant Supervision with a combination of bootstrapping and supervised learning, illustrated with a chart and code." | |
| 0732,"A slide with code, title, and enumeration, referencing an array-based list and course CS 307 Fundamentals." | |
| 0611,"A slide on MLMVN with modified correcting criterion, explaining the index of output layer and weighted sum, with title and enumeration elements." | |
| 0531,"A slide with a title, enumeration, and footer element discussing extracting richer relations using entities like PERSON, POSITION, and ORG." | |
| 0686,"A slide on Image Recognition Features Selection, emphasizing Fourier Phase Spectrum as objective features and Power Spectrum for global signal properties." | |
| 0764,"A slide with OCR elements showing an enumeration with a title, no figure, and no footer." | |
| 0576,"A slide with a title and enumeration discussing options for using predictors trained on different data subsets, using k-NN as an example. " | |
| 0693,"A slide discussing MVN as a model of a biological neuron with a diagram and chart, lacking a footer. " | |
| 0098,"A slide with a title, diagram, and enumeration elements, lacking any specific content, and no additional information provided. " | |
| 0334,"A slide with an HMM example, including a chart, title, and diagram, but no footer." | |
| 0142,A slide with an enumeration and title related to OCR body elements. | |
| 0095,"A slide titled ""(Raffel et al.)"" with an enumeration of different models and objectives explored, along with data sources used." | |
| 0662,"A slide on Hebbian Learning for MVN with a diagram, title, no figure, and no footer." | |
| 0598,"A slide on Multi-Class Classification with SVM explanation, no figure, and a title with footer element." | |
| 0654,A slide with a title and chart describing MVN activation function and sectors formed by edges. | |
| 0102,"A slide on GPT3 with an enumeration discussing the left-to-right language model for NLP tasks, no figure or footer. " | |
| 1001,"A slide on methods with global and local encoders, using enumeration and a title, without any figures. " | |
| 1004,"A slide with enumeration on filtering and generating sequences from YOOCHOOSE and DIGINETICA datasets, emphasizing performance improvement with a recent fraction of YOOCHOOSE. " | |
| 0695,"A slide with a diagram and title, no additional information provided. " | |
| 0347,"A slide titled ""Extracting MFCC (using HCopy)"" with enumeration and a chart, no figure or footer. " | |
| 0093,"A slide featuring an encoder and decoder in a Transformer using self-attention mechanisms, with a left-to-right self-attention diagram." | |
| 0091,"A slide with a title, enumeration, and chart elements, no figure or footer, discussing OCR and body elements. " | |
| 0757,"A slide titled Out-of-sample validation, explaining the method with an enumeration, emphasizing data division for training and testing. " | |
| 0673,"A slide on Error-Correction Learning Rule for Continuous MVN with a diagram and text elements, no figure or footer. " | |
| 0998,"A slide with OCR body elements focusing on representing words as vectors with an enumeration and diagram, no figure or footer. " | |
| 0150,A slide on analyzing algorithms for average-case performance without figures or footers. | |
| 0601,"A slide on MILMVN with enumeration and title, discussing learning results, without any figures. " | |
| 0122,"A slide on Data Structures with a title and text explaining algorithms, no figure or footer. " | |
| 0094,"A slide on UNILM model with prefixed-LM, left-to-right LM, Masked LM types and shared parameters, sourced from English Wikipedia and BookCorpus." | |
| 0581,"A slide with a title on linear Clacci, featuring an enumeration and no figure, focusing on different denotations. " | |
| 0108,"A slide with a diagram and no title or figure, possibly related to a chart or code. " | |
| 0999,"A slide on Methods with enumeration comparing GRU and LSTM units for recommendation tasks, featuring a diagram, without a footer." | |
| 0006,"A slide with an enumeration of test drive experiences for Honda, Volkswagen, and Jeep without a title or figure." | |
| 0650,"A slide detailing main properties of MVN with complex-valued weights and higher functionality than traditional neurons, no figures." | |
| 0107,"A slide presenting a unified view for pre-trained models, with a title but no figures or footer, source unknown." | |
| 0325,"A slide with a title ""Outline"" containing an enumeration on Speech Recognition and Hidden Markov Models, referencing HTK, and ASR building steps." | |
| 0685,"A slide emphasizing the importance of Phase vs. Magnitude based on Oppenheim and Lim's paper, highlighting the significance of phase in signals." | |
| 0680,"A slide featuring an example with enumeration, diagram, and title elements, possibly related to a learning process convergence. " | |
| 1049,"An interim report slide with adverse effects on CPFO and CFFI, including charts, and footer elements." | |
| 0342,"A slide on Hidden Markov Model Toolkit (HTK) for building HMMs, designed for ASR systems, with tools like MFC features extraction. " | |
| 0332,"A slide featuring a title and enumeration, with a diagram, discussing Markov Ch. " | |
| 0326,"A slide titled ""Feature Extraction"" discussing wave form and spectrogram representation for speech signals, without any figures or footer." | |
| 1060,"A slide with OCR elements and a title discussing interim report in 2012, containing a chart, text, and enumeration." | |
| 0518,"A slide with upcoming deadlines and instructions, an enumeration, title, and footer element, no figure." | |
| 0131,"A slide discussing factors affecting efficiency with text and enumeration, focusing on algorithm analysis, no figure or footer. " | |
| 0755,"An example slide on predicting vehicle miles traveled using a straight-line predictor, with a chart and title, no figures or footers." | |
| 0626,"A slide on limitations of sigmoidal neurons with title and enumeration, no figure or footer. " | |
| 0519,"A slide on relation extraction, coreference resolution, and entity linking with a diagram, from course OCR. " | |
| 0659,"An example slide of MVN with 4-valued discrete activation function, featuring a chart and title." | |
| 0154,A slide with title and enumeration elements related to OCR body elements. | |
| 0343,"A slide with a title and enumeration, no figures or footer, detailing steps for building ASR with voice-operated interface." | |
| 0607,"A slide on Soft Margins Learning with enumeration and diagram, discussing weighted sums and angular RMSE. " | |
| 0667,A slide with a title questioning the effectiveness of the Hebbian learning rule with an enumeration and a diagram. | |
| 0529,"A slide titled ""Rijlec for IS-A Relation"" discussing Gelidium substance preparation, with early intuition reference and footer element." | |
| 0124,"A slide on computational complexity theory with an enumeration explaining the theory of computation and resources needed, without figures or footer." | |
| 0086,"A slide on seq2seq pretraining with a diagram, no additional identifiers mentioned. " | |
| 0997,"A slide titled ""Related Work"" with an enumeration of recommender methods like K-nearest neighbor and neural networks, focusing on collaborative filtering, without figures or footer." | |
| 0687, | |
| 0661,"A slide titled ""Hebbian Learning for MVN"" with a diagram and no figure or footer." | |
| 0152,"A slide with a title explaining Asymptotic Notations using enumeration, adapted from a course with no figures or footer. " | |
| 0690,"A slide discussing the proper treatment of phase information using enumeration and a chart, without any figures or footer." | |
| 0121,"An overview slide introducing algorithm analysis with enumeration, no figure or footer. " | |
| 0746,"A slide on generic types and subclasses, demonstrating ListS storing ClosedShapes and descendants, with code and enumeration." | |
| 0008,A slide with a title and enumeration elements identified through OCR. | |
| 0643,"A slide on k-valued logic over complex numbers with roots of unity, featuring a title, text, and no figures. " | |
| 0670,"A slide on Error-Correction Learning Rules for Discrete MVN with elements like title, text, and enumeration, but no figure or footer." | |
| 0351,"A slide with a title and elements like text, enumeration, and diagram, focusing on pronunciation handling in HVite." | |
| 0136,"An example slide with code, title, and enumeration discussing running time and basic operations." | |
| 0097,"A slide comparing Seq2seq and Prefixed LM architectures, highlighting differences in parameters for encoder and decoder." | |
| 0160,A slide explaining Big Omega as the lower bound of a function with enumeration and no figures. | |
| 1045,A slide on order intake distribution in O1 2012 with a chart and title OCR elements. | |
| 0647,"A slide on Discrete-Valued Activation Function with a chart and title, no figure or footer. " | |
| 0151,"A slide featuring Asymptotic Analysis with Big-Oh, Big Omega, Big Theta under a title, no figures or footers." | |
| 0604,"A slide titled ""MILMVN: Reliable learning results"" with enumeration and diagram, discussing weighted sum for correct classification. " | |
| 0655,"A slide discussing Hebbian Learning Rule for MVN with enumeration and title, no figure or footer included. " | |
| 0089,"A slide titled BART discussing a Transformer-based model for sentence reconstruction with a diagram and enumeration, but no figure or footer." | |
| 0147,"A slide on best/worst/average case scenarios with a chart and enumeration, no figure or footer present. " | |
| 0653,"A slide with a title and enumeration describing how MVN divides n-dimensional space into subspaces using k-edge, without any figure or footer." | |
| 0615,"A slide on learning results with samples distributed across sectors and a sector border, without figures. " | |
| 0600,"A slide on Soft Margins in MLMVN with an enumeration referencing Aizenberg's work, from course OCR." | |
| 0596,"A slide on Nonlinear Kernel with an example of SVM with Polynomial of Degree 2, including a title, text, and diagram, without any figures." | |
| 0614,"A slide on glass identification with 6 classes and 214 data instances, using leave-one-out cross-validation, no figure. " | |
| 0763,"A slide with an enumeration on analyzing algorithms, discussing time and space complexity, and technology limitations. " | |
| 0525,"A slide with a title, enumeration, and diagram elements but no figure, from an unidentified source." | |
| 0603,"A slide titled MLMVN: Reliable learning results with an enumeration on learning process, and a diagram, without figures." | |
| 0336,"A slide with enumeration and a title, no other elements mentioned." | |
| 0341,"A slide with a title and enumeration, lacking any other identifier information." | |
| 0760,A slide with an enumeration but no title or figure mentioned. | |
| 0633,"A slide titled ""Multi-Class Classification Problems"" with a diagram, chart, and enumeration discussing multi-class classification." | |
| 0634,"A slide titled ""Multi-Class and Multi-Cluster Classification Problems"" with enumeration questioning the necessity of using networks or SVM for non-linearly separable classes, with a diagram. " | |
| 0007,A slide discussing the importance of frequency and PMI in text analysis without figures or footers. | |
| 0630,"A slide discussing the XOR problem solution using activation functions, complex weights, and sectors division, with a title and chart. " | |
| 0545,"A slide on the Distant Supervision Paradigm with an enumeration of features and benefits, not sensitive to genre issues, from an unidentified source." | |
| 0130,"A slide on the importance of phase with text and enumeration, emphasizing information about edges, shapes, and orientation, no specific references. " | |
| 0153,A slide with a chart and enumeration discussing OCR body elements related to SVM projection and kernel function. | |
| 0663,"A slide focusing on Hebbian Learning for MVN with a title and diagram, no figure or footer visible." | |
| 0340,"A slide on HMM training with enumeration and title, focusing on model parameter estimation without footer. " | |
| 0730,"A slide with a title and enumeration, explaining the features of ArrayList implementation, adapted from course CS 307." | |
| 0640,"A slide titled ""Multiple-Valued Logic"" discussing color representation using multiple values, with enumeration, and no footer or figure." | |
| 0770,"A slide with enumeration and a chart, lacking a title, focusing on OCR body elements. " | |
| 0533,"A slide with OCR body elements discussing methods for session-based recommendation tasks with an enumeration and diagram, no figure. " | |
| 0669,"A slide on MVN Error-Correction Learning with a title, enumeration, and diagram, no figure or footer. " | |
| 0587,"A slide titled ""Maximize Margin"" with enumeration and footer element, discussing quadratic optimization, from an unidentified source." | |
| 0676,"A slide on the convergence of learning algorithms with an enumeration, discussing MVN learning and its properties." | |
| 0087,"A slide on Preseq2seq model by Ramachandran et al., detailing RNN-based Encoder-decoder with language model objective, and task-specific data, with a diagram." | |
| 0106,A slide with OCR body elements focusing on text. | |
| 0671,"A slide with a title on Continuous-Valued Activation Function and a diagram, lacking a footer, from an unidentified source." | |
| 0541,"A slide on ""Dipre: Extract <author,book> pairs"" with an enumeration on finding instances on the web and extracting patterns, no figures." | |
| 0632,"A slide on importance of multi-valued mappings for pattern recognition and classification, with enumeration, no figure, and no footer." | |
| 0691,"A slide on MVN as a model of a biological neuron with text and enumeration, no figure, from course on neural networks. " | |
| 0333,"A slide on HMM with a Markov Chain diagram and Transition Matrix details, lacking a figure or footer." | |
| 0330,"A slide detailing feature extraction with 39 features, including Delta MFCC and Delta-Delta MFCC, with an Inverted MFCCs chart. " | |
| 1008,"A slide with a title ""Conclusion"" and an enumeration discussing the challenges for RNN models and NARM architecture's performance on long sequences." | |
| 0113,"A slide on practical tricks with an enumeration discussing data pre-processing and fine-tuning methods, referencing specific methods like Gradual Unfreezing and P-tuning." | |
| 0751,"A slide comparing predictors using performance metrics, emphasizing thoughtful metric selection, no figures or footer." | |
| 0733,"A slide on OCR fundamentals with title and enumeration, identified as CS 307, no figure. " | |
| 0144,"A slide on Growth-Rate Functions with an example of O(n) complexity, featuring a title, enumeration, and no code, without any figures. " | |
| 0538,"A slide on bootstrapping with title and enumeration, no figure, identified by footer element." | |
| 0328,"A slide with a title and chart discussing Mel Scale and human hearing sensitivity, no footer or figure. " | |
| 0772,"A slide discussing model evaluation and data splitting, with an enumeration and title, no figure or footer. " | |
| 0133,"A slide with code elements and no figure or footer, suitable for retrieval based on visual cues. " | |
| 0114,"A slide with a title and enumeration addressing Open Questions on Data Contamination and test sample pre-training, without any figures." | |
| 1050,"An interim report slide discussing a 19% increase in working capital, strategic initiatives, and inventory reasons, with a working capital chart." | |
| 0352,"A slide with an enumeration and text, lacking a footer and figure, from an unidentified source." | |
| 0146,"A slide on sequential search with best, worst, and average cases for finding K in an array, no figure, from an unidentified source." | |
| 0360,A slide on HMM training with a Pronunciation Dictionary diagram and title OCR elements. | |
| 0585,"A slide with a footer, chart, title, and enumeration elements. " | |
| 0773,"A slide with a title and enumeration explaining the final predictor selection process, either using the trained predictor or re-training on the original dataset, common practices in data analysis." | |
| 0591,"A slide titled ""Harder 1-dimensional dataset"" with nonlinear transformation explanation and a chart, suitable for nature-sounding queries." | |
| 1054,"A slide on Bulk Materials Division with title and text, no figure, from an interim report in 2012." | |
| 0758,A slide on out-of-sample validation with an enumeration discussing the importance of test performance over training performance. | |
| 0595,"A slide with OCR elements like title, enumeration, and footer, but no figure. " | |
| 0740,"A slide on generic types in Java, explaining parameterized data types and generic types compared to traditional parameters, no figure. " | |
| 0692,"A slide discussing MVN as a model of a biological neuron, focusing on state determination and amplitude with a phase diagram. " | |
| 0589,"A slide on non-linearly separable problems with enumeration and chart, no figure mentioned." | |
| 0679,"An example slide with a starting weighting vector and input/output mapping using MVN, no chart. " | |
| 0612,"A slide on MILMVN-SM learning algorithm with an enumeration explaining error-correction learning rule and convergence criteria, including network RMSE and angular RMGE." | |
| 0678,"An example slide on MVN with a 4-valued discrete activation function, featuring a chart and title, no figure or footer." | |
| 0754,"A slide on predictor generalization with in-sample and out-of-sample data, no figure or footer, from course CS 307. " | |
| 0119,"A slide with a chart and enumeration discussing core operations in data structures, no figure, from course CS 307 Fundamentals. " | |
| 0609,"A slide with enumeration and title elements, no figures, discussing OCR body elements. " | |
| 0148,"A slide on choosing analysis methods with an enumeration on the best case scenario, highlighting its limitations. " | |
| 1040,"An interim report slide for O1 2012 with text and title, including footer element, for easy retrieval." | |
| 1055,"A slide with a title and enumeration discussing increasing revenue and potential projects, accompanied by a chart and code." | |
| 0652,"A slide on Separation of n-dimensional space by discrete MVN, explaining k-valued activation function and division into convex subspaces, no figure or footer." | |
| 0636,A slide discussing the use of multiple-valued logic in neural networks with a diagram and title. | |
| 0345,"A slide with a title about the system and a diagram, without a figure or footer. " | |
| 0635,"A slide on Multi-Valued Mappings and Multiple-Values using enumeration and title, no figure or footer present. " | |
| 0729,"A slide with OCR elements related to CS 307 Fundamentals, containing code, title, text, and footer elements." | |
| 0327,"A slide on Feature Extraction with a chart and enumeration, no figure or footer, focusing on extracting features from short frames." | |
| 1062,"A slide with a title ""Future Outlook"" indicating a forward-looking perspective without specific content details." | |
| 0641,"A slide on multiple-valued logic over complex numbers with a normalized alphabet concept, lacking figures and footer." | |
| 0637,"A slide on Multiple-Valued Logic founded by Jan Lukasiewicz in 1920, with an enumeration and no footer. " | |
| 0549,"A slide without any content, possibly a placeholder or transition slide, no figure." | |
| 1007,"A slide titled ""Analysis"" discussing NARM architecture effectiveness with a chart and enumeration. " | |
| 0111,"A slide with an enumeration on choosing appropriate models based on data and domain characteristics, comparing models like ROBERTa, BERT, BART, and GPT2." | |
| 0642,"A slide discussing Multiple-Valued Logic over Complex Numbers with a diagram and enumeration, focusing on primitive roots of unity. " | |
| 0617,"A slide with OCR elements like diagram, title, and enumeration but no figure, discussing Hebbian Learning." | |
| 1056,"A slide with OCR body elements and a title, possibly related to technical content. " | |
| 0357,A slide on decoding with enumeration using compiled grammar network (WNET) without figures or footer. | |
| 1048,"A slide with a title and enumeration discussing specific reasons for increased SG&A costs in Qi 2012, with a chart showing a 24% increase from Qu 2011." | |
| 0736,"A slide showcasing a code example on casting with a title, enumeration, and code, discussing ArrayList operations, without figure or footer." | |
| 0321,"A slide titled ""Building an ASR using HTK"" by Fadi Biadsy on March 23, 2011, with no visual elements, possibly from a lecture." | |
| 0766,"A slide on choosing degrees with a chart and enumeration, discussing RMS error and best choice of degree, no specific references. " | |
| 1006,"A slide with a title on Performance from OCR data, lacking figures or footers." | |
| 0528,"A slide on Freehase Relations with a title and footer element, no figure, and no other elements. " | |
| 0625,A slide with a chart and enumeration elements related to OCR body elements. | |
| 0100,"A slide on Seq2seq Pretraining and Beyond with a diagram, no figure, and title. " | |
| 1053,"A slide on customer services showing order intake and revenue increase, with enumeration, chart, and footer element." | |
| 0734,"A slide on difficulties with object types and polymorphism, with an enumeration and code examples, part of course CS 307 Fundamentals." | |
| 0329,"A slide with a title and enumeration, lacking a figure or footer. " | |
| 1046,"An interim report slide from 2012 showing unannounced orders, order backlog, and order intake growth, with a chart and text details." | |
| 0138,"A slide on algorithms' execution time with a simple If-Statement example and code snippet, no diagram or chart." | |