The document provides an overview of a 10-week course on speech processing. It includes:
1) Topics that will be covered each week such as speech production acoustics, speech coding, speech recognition and speech synthesis.
2) Requirements including 3 practical works and a final assessment.
3) Recommended resources and references for further reading on topics related to speech processing.
Indian Dental Academy: will be one of the most relevant and exciting training center with best faculty and flexible training programs for dental professionals who wish to advance in their dental practice,Offers certified courses in Dental implants,Orthodontics,Endodontics,Cosmetic Dentistry, Prosthetic Dentistry, Periodontics and General Dentistry.
Indian Dental Academy: will be one of the most relevant and exciting training center with best faculty and flexible training programs for dental professionals who wish to advance in their dental practice,Offers certified courses in Dental implants,Orthodontics,Endodontics,Cosmetic Dentistry, Prosthetic Dentistry, Periodontics and General Dentistry.
Indian Dental Academy: will be one of the most relevant and exciting training center with best faculty and flexible training programs for dental professionals who wish to advance in their dental practice,Offers certified courses in Dental implants,Orthodontics,Endodontics,Cosmetic Dentistry, Prosthetic Dentistry, Periodontics and General Dentistry.
Indian Dental Academy: will be one of the most relevant and exciting training center with best faculty and flexible training programs for dental professionals who wish to advance in their dental practice,Offers certified courses in Dental implants,Orthodontics,Endodontics,Cosmetic Dentistry, Prosthetic Dentistry, Periodontics and General Dentistry.
Indian Dental Academy: will be one of the most relevant and exciting training center with best faculty and flexible training programs for dental professionals who wish to advance in their dental practice,Offers certified courses in Dental implants,Orthodontics,Endodontics,Cosmetic Dentistry, Prosthetic Dentistry, Periodontics and General Dentistry.
Brief explanation of what speech processes are (excluding respiration and resonation), their mechanism and the basic organs of the body that has to deal with it.
Speech consideration in complete dentureethan1hunt
Definition
History
Mechanism of sound production
Types/Classification of speech sounds
S sounds and their prosthodontic considerations
Prosthodontic implication in denture design affecting speech
Speech tests
"Automatic speech recognition for mobile applications in Yandex" — Fran Campi...Yandex
This talk describes the work developed by the Yandex Speech Group in the last two years. Beginning from scratch, large amounts of voice recordings were collected from the field of application, and the most popular open source speech projects were studied to get a thorough understanding of the problem and to gather ideas to build our own technology. This talk will present key experiments and their results, as well as our latest achievements in automatic speech recognition in Russian.
Currently, the Yandex Speech Group provides three different services in Russian: maps, navigation, and general search, with a performance that is comparable to competitor products.
Indian Dental Academy: will be one of the most relevant and exciting training center with best faculty and flexible training programs for dental professionals who wish to advance in their dental practice,Offers certified courses in Dental implants,Orthodontics,Endodontics,Cosmetic Dentistry, Prosthetic Dentistry, Periodontics and General Dentistry.
Brief explanation of what speech processes are (excluding respiration and resonation), their mechanism and the basic organs of the body that has to deal with it.
Speech consideration in complete dentureethan1hunt
Definition
History
Mechanism of sound production
Types/Classification of speech sounds
S sounds and their prosthodontic considerations
Prosthodontic implication in denture design affecting speech
Speech tests
"Automatic speech recognition for mobile applications in Yandex" — Fran Campi...Yandex
This talk describes the work developed by the Yandex Speech Group in the last two years. Beginning from scratch, large amounts of voice recordings were collected from the field of application, and the most popular open source speech projects were studied to get a thorough understanding of the problem and to gather ideas to build our own technology. This talk will present key experiments and their results, as well as our latest achievements in automatic speech recognition in Russian.
Currently, the Yandex Speech Group provides three different services in Russian: maps, navigation, and general search, with a performance that is comparable to competitor products.
Accents of English have been investigated for many years both from the perspective of native and non-native speakers of the language. Various research results imply that non-native speakers of English language produce certain speech characteristics which are uncommon in native speakers’ speech. This is because non-native speakers do not produce the same tongue movement as native speakers. This paper presents an isolated English word recognition system devised with the speech of local Bangladeshi people, who are also non-native speakers of English language. Here, we have also noticed a different speech characteristic which is not available within the speech of native English speakers. Two acoustic features, ‘pitch’ and ‘formants’ have been utilized to develop the system. The system is speaker-independent and stands on Template based approach. The recognition method applied here is very simple and the recognition accuracy is also very satisfactory.
Teaching alphabetics and fluency in readingMarcia Luptak
This is a presentation I made through CETL at Elgin Community College in the spring of 2011. It deals with teaching alphabetics and fluency to intermediate reading students.
Speech recognition converts spoken words to text. The term "speech recognition" is used to refer to recognition systems that must be trained to any speaker—as is the case for most desktop recognition software.
Francesca Gottschalk - How can education support child empowerment.pptxEduSkills OECD
Francesca Gottschalk from the OECD’s Centre for Educational Research and Innovation presents at the Ask an Expert Webinar: How can education support child empowerment?
Model Attribute Check Company Auto PropertyCeline George
In Odoo, the multi-company feature allows you to manage multiple companies within a single Odoo database instance. Each company can have its own configurations while still sharing common resources such as products, customers, and suppliers.
Operation “Blue Star” is the only event in the history of Independent India where the state went into war with its own people. Even after about 40 years it is not clear if it was culmination of states anger over people of the region, a political game of power or start of dictatorial chapter in the democratic setup.
The people of Punjab felt alienated from main stream due to denial of their just demands during a long democratic struggle since independence. As it happen all over the word, it led to militant struggle with great loss of lives of military, police and civilian personnel. Killing of Indira Gandhi and massacre of innocent Sikhs in Delhi and other India cities was also associated with this movement.
Instructions for Submissions thorugh G- Classroom.pptxJheel Barad
This presentation provides a briefing on how to upload submissions and documents in Google Classroom. It was prepared as part of an orientation for new Sainik School in-service teacher trainees. As a training officer, my goal is to ensure that you are comfortable and proficient with this essential tool for managing assignments and fostering student engagement.
The Roman Empire A Historical Colossus.pdfkaushalkr1407
The Roman Empire, a vast and enduring power, stands as one of history's most remarkable civilizations, leaving an indelible imprint on the world. It emerged from the Roman Republic, transitioning into an imperial powerhouse under the leadership of Augustus Caesar in 27 BCE. This transformation marked the beginning of an era defined by unprecedented territorial expansion, architectural marvels, and profound cultural influence.
The empire's roots lie in the city of Rome, founded, according to legend, by Romulus in 753 BCE. Over centuries, Rome evolved from a small settlement to a formidable republic, characterized by a complex political system with elected officials and checks on power. However, internal strife, class conflicts, and military ambitions paved the way for the end of the Republic. Julius Caesar’s dictatorship and subsequent assassination in 44 BCE created a power vacuum, leading to a civil war. Octavian, later Augustus, emerged victorious, heralding the Roman Empire’s birth.
Under Augustus, the empire experienced the Pax Romana, a 200-year period of relative peace and stability. Augustus reformed the military, established efficient administrative systems, and initiated grand construction projects. The empire's borders expanded, encompassing territories from Britain to Egypt and from Spain to the Euphrates. Roman legions, renowned for their discipline and engineering prowess, secured and maintained these vast territories, building roads, fortifications, and cities that facilitated control and integration.
The Roman Empire’s society was hierarchical, with a rigid class system. At the top were the patricians, wealthy elites who held significant political power. Below them were the plebeians, free citizens with limited political influence, and the vast numbers of slaves who formed the backbone of the economy. The family unit was central, governed by the paterfamilias, the male head who held absolute authority.
Culturally, the Romans were eclectic, absorbing and adapting elements from the civilizations they encountered, particularly the Greeks. Roman art, literature, and philosophy reflected this synthesis, creating a rich cultural tapestry. Latin, the Roman language, became the lingua franca of the Western world, influencing numerous modern languages.
Roman architecture and engineering achievements were monumental. They perfected the arch, vault, and dome, constructing enduring structures like the Colosseum, Pantheon, and aqueducts. These engineering marvels not only showcased Roman ingenuity but also served practical purposes, from public entertainment to water supply.
Honest Reviews of Tim Han LMA Course Program.pptxtimhan337
Personal development courses are widely available today, with each one promising life-changing outcomes. Tim Han’s Life Mastery Achievers (LMA) Course has drawn a lot of interest. In addition to offering my frank assessment of Success Insider’s LMA Course, this piece examines the course’s effects via a variety of Tim Han LMA course reviews and Success Insider comments.
June 3, 2024 Anti-Semitism Letter Sent to MIT President Kornbluth and MIT Cor...Levi Shapiro
Letter from the Congress of the United States regarding Anti-Semitism sent June 3rd to MIT President Sally Kornbluth, MIT Corp Chair, Mark Gorenberg
Dear Dr. Kornbluth and Mr. Gorenberg,
The US House of Representatives is deeply concerned by ongoing and pervasive acts of antisemitic
harassment and intimidation at the Massachusetts Institute of Technology (MIT). Failing to act decisively to ensure a safe learning environment for all students would be a grave dereliction of your responsibilities as President of MIT and Chair of the MIT Corporation.
This Congress will not stand idly by and allow an environment hostile to Jewish students to persist. The House believes that your institution is in violation of Title VI of the Civil Rights Act, and the inability or
unwillingness to rectify this violation through action requires accountability.
Postsecondary education is a unique opportunity for students to learn and have their ideas and beliefs challenged. However, universities receiving hundreds of millions of federal funds annually have denied
students that opportunity and have been hijacked to become venues for the promotion of terrorism, antisemitic harassment and intimidation, unlawful encampments, and in some cases, assaults and riots.
The House of Representatives will not countenance the use of federal funds to indoctrinate students into hateful, antisemitic, anti-American supporters of terrorism. Investigations into campus antisemitism by the Committee on Education and the Workforce and the Committee on Ways and Means have been expanded into a Congress-wide probe across all relevant jurisdictions to address this national crisis. The undersigned Committees will conduct oversight into the use of federal funds at MIT and its learning environment under authorities granted to each Committee.
• The Committee on Education and the Workforce has been investigating your institution since December 7, 2023. The Committee has broad jurisdiction over postsecondary education, including its compliance with Title VI of the Civil Rights Act, campus safety concerns over disruptions to the learning environment, and the awarding of federal student aid under the Higher Education Act.
• The Committee on Oversight and Accountability is investigating the sources of funding and other support flowing to groups espousing pro-Hamas propaganda and engaged in antisemitic harassment and intimidation of students. The Committee on Oversight and Accountability is the principal oversight committee of the US House of Representatives and has broad authority to investigate “any matter” at “any time” under House Rule X.
• The Committee on Ways and Means has been investigating several universities since November 15, 2023, when the Committee held a hearing entitled From Ivory Towers to Dark Corners: Investigating the Nexus Between Antisemitism, Tax-Exempt Universities, and Terror Financing. The Committee followed the hearing with letters to those institutions on January 10, 202
A Strategic Approach: GenAI in EducationPeter Windle
Artificial Intelligence (AI) technologies such as Generative AI, Image Generators and Large Language Models have had a dramatic impact on teaching, learning and assessment over the past 18 months. The most immediate threat AI posed was to Academic Integrity with Higher Education Institutes (HEIs) focusing their efforts on combating the use of GenAI in assessment. Guidelines were developed for staff and students, policies put in place too. Innovative educators have forged paths in the use of Generative AI for teaching, learning and assessments leading to pockets of transformation springing up across HEIs, often with little or no top-down guidance, support or direction.
This Gasta posits a strategic approach to integrating AI into HEIs to prepare staff, students and the curriculum for an evolving world and workplace. We will highlight the advantages of working with these technologies beyond the realm of teaching, learning and assessment by considering prompt engineering skills, industry impact, curriculum changes, and the need for staff upskilling. In contrast, not engaging strategically with Generative AI poses risks, including falling behind peers, missed opportunities and failing to ensure our graduates remain employable. The rapid evolution of AI technologies necessitates a proactive and strategic approach if we are to remain relevant.
Synthetic Fiber Construction in lab .pptxPavel ( NSTU)
Synthetic fiber production is a fascinating and complex field that blends chemistry, engineering, and environmental science. By understanding these aspects, students can gain a comprehensive view of synthetic fiber production, its impact on society and the environment, and the potential for future innovations. Synthetic fibers play a crucial role in modern society, impacting various aspects of daily life, industry, and the environment. ynthetic fibers are integral to modern life, offering a range of benefits from cost-effectiveness and versatility to innovative applications and performance characteristics. While they pose environmental challenges, ongoing research and development aim to create more sustainable and eco-friendly alternatives. Understanding the importance of synthetic fibers helps in appreciating their role in the economy, industry, and daily life, while also emphasizing the need for sustainable practices and innovation.
Macroeconomics- Movie Location
This will be used as part of your Personal Professional Portfolio once graded.
Objective:
Prepare a presentation or a paper using research, basic comparative analysis, data organization and application of economic information. You will make an informed assessment of an economic climate outside of the United States to accomplish an entertainment industry objective.
Read| The latest issue of The Challenger is here! We are thrilled to announce that our school paper has qualified for the NATIONAL SCHOOLS PRESS CONFERENCE (NSPC) 2024. Thank you for your unwavering support and trust. Dive into the stories that made us stand out!
1. Nikolay V. Karpov (nkarpov(а)hse.ru)
Duration
1 module, 10 weeks, 40 academic hours
Requirements
3 practical works at home using Java, Matlab
or others (lms.hse.ru)
Final assessment
2. 2 Modelling Speech Production Acoustics
3 Time/Frequency Representation.
Properties of Digital Filters
4 Linear Predictive Modelling
5-6 Speech Coding
7 Phonetics
8 Speech Synthesis
9-10 Speech Recognition
3. Lingvocourse.ru
http://lingvocourse.ru/wiki/index.php/Speech_recog
nition
Digital speech processing, synthesis, and recognition
/ Sadaoki Furui.- 2nd ed.,
Speech Analysis Synthesis and Perception
http://hear.ai.uiuc.edu/ECE537/PDF/main-all.pdf
FUNDAMETALS OF SPEECH RECOGNITION: A SHORT
COURSE
http://speech.tifr.res.in/tutorials/fundamentalOfASR_
picone96.pdf
Speech Processing. 20 lectures in the Spring Term.
Mike Brookes
http://www.ee.ic.ac.uk/hp/staff/dmb/courses/speec
h/speech.htm
5. What: To transmit/store a speech waveform using as few bits as
possible while retaining high quality
Why: To save bandwidth in telecoms applications and to reduce
memory storage requirements.
How:
Correlation ⇒Predictability ⇒Redundancy
◦ Predict waveform samples from previous samples and transmit only the
prediction error
◦ Autocorrelation is Fourier transform of power spectrum: a peaky spectrum
⇒strong short-term correlations (~ 0.5 ms)
◦ Voiced speech is almost periodic ⇒strong long-term correlations (~ 10
ms)
Devote few bits to the aspects of speech where errors are least
noticeable
◦ High amplitude speech will mask noise at the same frequency
Ignore aspects of the speech that are inaudible
◦ Power spectrum is much more important than precise waveform
◦ For aperiodic sounds, the fine detail of the spectrum does not matter
6. What: To convert a text string into a speech waveform
Why: For technology to communicate when a display would be
inconvenient because:
(a) Too big, (b) Eyes busy, (c) Via phone, (d) In the dark, (e)
Moving around
Problems:
The spelling of words doesn‟t match their sound
◦ Pronunciation rules + an exceptions dictionary
Some words have multiple meanings + sounds
◦ Must guess which is the correct sound
Simplistic speech models sound mechanical
◦ Can use extracts from real speech
Speech sounds are influenced by adjacent phonemes
◦ Use phoneme pairs from real speech
Important words must be slightly louder
◦ Must try to understand the text unit
Voice pitch and talking speed must vary smoothly throughout a
sentence
◦ Must be able to change pitch and speed without affecting formant
frequencies
7. What: To convert a speech waveform into text
Why: To communicate and control technology when a keyboard would be
inconvenient because:
(a) Too big, (b) Hands busy, (c) Via phone, (d) In the dark, (e) Moving
around
Problems:
The spelling of words doesn‟t match their sound
◦ Have a big phonetic dictionary
The waveform of a word varies a lot between different speakers (or even
the same speaker)
◦ Extract features from the speech waveform that are more consistent than the
waveform
The extracted features won‟t be exactly repeatable
◦ Characterize them with a probability distribution
Speech sounds are influenced by adjacent phonemes
◦ Use context-dependent probability distributions
Speaking speed varies enormously
◦ Try all possible speaking speeds
No clear boundary between words or phonemes
◦ Try all possible boundaries
8. Speech waves conveys:
Speaker meaning
Individual information
Emotion of speaker
Phrase(sentence) -> word units -> word ->
syllables -> phonemes
9. Russian
а э и о у ы п п' б б' м м' ф ф' в в' т т' д д' н н' с
с' з з' р р' л л' ш ж щ җ ц ч й к к' г г' х х„
English
http://en.wikipedia.org/wiki/English_phonology
10. Speakers and listeners divide words into component
sounds called phonemes.
◦ Native speakers agree on the phonemes that make up a
particular word
◦ There are about 42 phonemes in English
The phonemes in a particular word may vary with
dialect
◦ High amplitude speech will mask noise at the same
frequency
The actual sound that corresponds to a particular
phoneme depends on:
◦ the adjacent phonemes in the word or sentence
◦ the accent of the speaker
◦ the talking speed
◦ whether it is a formal or informal occasion
11.
12. Turbulence: air moving quickly through a
small hole (e.g./s/ in “size”)
Explosion: pressure built up behind a
blockage is suddenly released (e.g. /p/ in
“pop”)
Vocal Cords(Fold) Vibration
• airflow through vocal folds (vocal cords) reduces the
pressure and they snap shut (Bernoulli effect)
• muscle tension and air pressure buildup force the folds
open again and the process repeats
• frequency of vibration (fx) determined by tension in
vocal folds and pressure from lungs
• for normal breathing and voiceless sounds (e.g. /s/) the
vocal folds are held wide open and don‟t vibrate
14. The sound spectrum is modified by the shape
of the vocal tract. This is determined by
movements of the jaw, tongue and lips.
The resonant frequencies of the vocal tract
cause peaks in the spectrum called formants.
The first two formant frequencies are roughly
determined by the distances from the tongue
hump to the larynx and to the lips
respectively.